{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ec53125b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "import requests\n",
    "import bs4 as bs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5a5e8f44",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "海象新材(003011)\n",
      "中岩大地(003001)\n",
      "东鹏控股(003012)\n",
      "日久光电(003015)\n",
      "地铁设计(003013)\n",
      "大洋生物(003017)\n",
      "欣贺股份(003016)\n",
      "金富科技(003018)\n",
      "宸展光电(003019)\n",
      "声迅股份(003004)\n",
      "兆威机电(003021)\n",
      "ST德豪(002005)\n",
      "依依股份(001206)\n",
      "联泓新科(003022)\n",
      "彩虹集团(003023)\n",
      "思进智能(003025)\n",
      "立方制药(003020)\n",
      "中晶科技(003026)\n",
      "同兴环保(003027)\n",
      "英特集团(000411)\n",
      "吉大正元(003029)\n",
      "胜利股份(000407)\n",
      "藏格控股(000408)\n",
      "云鼎科技(000409)\n",
      "*ST沈机(000410)\n",
      "长虹华意(000404)\n",
      "派林生物(000403)\n",
      "常山北明(000158)\n",
      "振邦智能(003028)\n",
      "丰原药业(000153)\n",
      "广聚能源(000096)\n",
      "皇庭国际(000056)\n",
      "京基智农(000048)\n",
      "中洲控股(000042)\n",
      "富奥股份(000030)\n",
      "美丽生态(000010)\n",
      "世纪星源(000005)\n",
      "国华网安(000004)\n",
      "东北制药(000597)\n",
      "宝塔实业(000595)\n",
      "金洲慈航(000587)\n",
      "ST东电(000585)\n",
      "海马汽车(000572)\n",
      "*ST大洲(000571)\n",
      "苏常柴A(000570)\n",
      "海德股份(000567)\n",
      "供销大集(000564)\n",
      "泰山石油(000554)\n",
      "靖远煤电(000552)\n",
      "金圆股份(000546)\n",
      "金浦钛业(000545)\n",
      "万泽股份(000534)\n",
      "长航凤凰(000520)\n",
      "*ST华塑(000509)\n",
      "*ST生物(000504)\n",
      "绿景控股(000502)\n",
      "兴业矿业(000426)\n",
      "华天酒店(000428)\n",
      "湖北宜化(000422)\n",
      "通程控股(000419)\n",
      "吉林化纤(000420)\n",
      "合肥百货(000417)\n",
      "中瓷电子(003031)\n",
      "万方发展(000638)\n",
      "*ST盈方(000670)\n",
      "远兴能源(000683)\n",
      "襄阳轴承(000678)\n",
      "大连友谊(000679)\n",
      "祖名股份(003030)\n",
      "海螺型材(000619)\n",
      "英力特(000635)\n",
      "三木集团(000632)\n",
      "合金投资(000633)\n",
      "铜陵有色(000630)\n",
      "征和工业(003033)\n",
      "传智教育(003032)\n",
      "ST天首(000611)\n",
      "中迪投资(000609)\n",
      "南网能源(003035)\n",
      "渤海股份(000605)\n",
      "韶能股份(000601)\n",
      "建投能源(000600)\n",
      "惠天热电(000692)\n",
      "国城矿业(000688)\n",
      "沈阳化工(000698)\n",
      "锦龙股份(000712)\n",
      "河钢股份(000709)\n",
      "ST双环(000707)\n",
      "*ST巴士(002188)\n",
      "*ST东网(002175)\n",
      "楚江新材(002171)\n",
      "中兴商业(000715)\n",
      "泰坦股份(003036)\n",
      "四川美丰(000731)\n",
      "新能泰山(000720)\n",
      "三和管桩(003037)\n",
      "韶钢松山(000717)\n",
      "锌业股份(000751)\n",
      "*ST西发(000752)\n",
      "鑫铂股份(003038)\n",
      "普洛药业(000739)\n",
      "中交地产(000736)\n",
      "南风化工(000737)\n",
      "盐湖股份(000792)\n",
      "北新建材(000786)\n",
      "四川九洲(000801)\n",
      "平庄能源(000780)\n",
      "美达股份(000782)\n",
      "晋控电力(000767)\n",
      "*ST斯太(000760)\n",
      "本钢板材(000761)\n",
      "浩物股份(000757)\n",
      "秦川机床(000837)\n",
      "财信发展(000838)\n",
      "粤桂股份(000833)\n",
      "长城动漫(000835)\n",
      "山东海化(000822)\n",
      "*ST节能(000820)\n",
      "京山轻机(000821)\n",
      "岳阳兴长(000819)\n",
      "顺控发展(003039)\n",
      "航锦科技(000818)\n",
      "智慧农业(000816)\n",
      "铁岭新城(000809)\n",
      "ST银河(000806)\n",
      "北清环能(000803)\n",
      "楚天龙(003040)\n",
      "真爱美家(003041)\n",
      "中农联合(003042)\n",
      "华亚智能(003043)\n",
      "华茂股份(000850)\n",
      "海印股份(000861)\n",
      "石化机械(000852)\n",
      "中鼎股份(000887)\n",
      "湖北能源(000883)\n",
      "城发环境(000885)\n",
      "华联股份(000882)\n",
      "吉电股份(000875)\n",
      "安凯客车(000868)\n",
      "银星能源(000862)\n",
      "南方汇通(000920)\n",
      "金陵药业(000919)\n",
      "嘉凯城(000918)\n",
      "南宁糖业(000911)\n",
      "浙商中拓(000906)\n",
      "赣能股份(000899)\n",
      "*ST津滨(000897)\n",
      "欢瑞世纪(000892)\n",
      "鞍钢股份(000898)\n",
      "亚钾国际(000893)\n",
      "中钢国际(000928)\n",
      "中国铁物(000927)\n",
      "众合科技(000925)\n",
      "河钢资源(000923)\n",
      "福星股份(000926)\n",
      "佳电股份(000922)\n",
      "冀中能源(000937)\n",
      "神火股份(000933)\n",
      "华菱钢铁(000932)\n",
      "锡业股份(000960)\n",
      "东方能源(000958)\n",
      "河化股份(000953)\n",
      "东方钽业(000962)\n",
      "东瑞股份(001201)\n",
      "炬申股份(001202)\n",
      "欣龙控股(000955)\n",
      "*ST凯迪(000939)\n",
      "安泰科技(000969)\n",
      "长源电力(000966)\n",
      "天保基建(000965)\n",
      "大庆华科(000985)\n",
      "山西焦煤(000983)\n",
      "中银绒业(000982)\n",
      "众泰汽车(000980)\n",
      "ST银亿(000981)\n",
      "佛塑科技(000973)\n",
      "ST中基(000972)\n",
      "*ST高升(000971)\n",
      "蓝焰控股(000968)\n",
      "皇台酒业(000995)\n",
      "新大陆(000997)\n",
      "大中矿业(001203)\n",
      "盛航股份(001205)\n",
      "招商积余(001914)\n",
      "山东威达(002026)\n",
      "*ST中捷(002021)\n",
      "协鑫能科(002015)\n",
      "盾安环境(002011)\n",
      "精功科技(002006)\n",
      "七匹狼(002029)\n",
      "巨轮智能(002031)\n",
      "宁波华翔(002048)\n",
      "宝鹰股份(002047)\n",
      "国机精工(002046)\n",
      "黔源电力(002039)\n",
      "深振业A(000006)\n",
      "全新好(000007)\n",
      "神州高铁(000008)\n",
      "中国宝安(000009)\n",
      "深物业A(000011)\n",
      "深中华A(000017)\n",
      "深天地A(000023)\n",
      "特力A(000025)\n",
      "国药一致(000028)\n",
      "深深房A(000029)\n",
      "华联控股(000036)\n",
      "深大通(000038)\n",
      "深纺织A(000045)\n",
      "深天马A(000050)\n",
      "方大集团(000055)\n",
      "深赛格(000058)\n",
      "华锦股份(000059)\n",
      "农产品(000061)\n",
      "华控赛格(000068)\n",
      "海王生物(000078)\n",
      "达意隆(002209)\n",
      "宜华健康(000150)\n",
      "中成股份(000151)\n",
      "川能动力(000155)\n",
      "东方盛虹(000301)\n",
      "金融街(000402)\n",
      "东旭光电(000413)\n",
      "渤海租赁(000415)\n",
      "民生控股(000416)\n",
      "*ST飞马(002210)\n",
      "南京公用(000421)\n",
      "张家界(000430)\n",
      "山东路桥(000498)\n",
      "鄂武商A(000501)\n",
      "国新健康(000503)\n",
      "京粮控股(000505)\n",
      "中润资源(000506)\n",
      "珠海港(000507)\n",
      "新金路(000510)\n",
      "渝开发(000514)\n",
      "荣安地产(000517)\n",
      "四环生物(000518)\n",
      "广州浪奇(000523)\n",
      "红太阳(000525)\n",
      "学大教育(000526)\n",
      "广弘控股(000529)\n",
      "冰山冷热(000530)\n",
      "穗恒运A(000531)\n",
      "华金资本(000532)\n",
      "顺钠股份(000533)\n",
      "华映科技(000536)\n",
      "广宇发展(000537)\n",
      "中天金融(000540)\n",
      "皖能电力(000543)\n",
      "中原环保(000544)\n",
      "湖南投资(000548)\n",
      "创元科技(000551)\n",
      "西部创业(000557)\n",
      "ST天宝(002220)\n",
      "渝三峡A(000565)\n",
      "海南海药(000566)\n",
      "粤宏远A(000573)\n",
      "甘化科工(000576)\n",
      "汇源通信(000586)\n",
      "贵州轮胎(000589)\n",
      "启迪古汉(000590)\n",
      "太阳能(000591)\n",
      "平潭发展(000592)\n",
      "大通燃气(000593)\n",
      "兴蓉环境(000598)\n",
      "青岛双星(000599)\n",
      "华媒控股(000607)\n",
      "阳光股份(000608)\n",
      "西安旅游(000610)\n",
      "焦作万方(000612)\n",
      "大东海A(000613)\n",
      "奥园美谷(000615)\n",
      "海航投资(000616)\n",
      "新华联(000620)\n",
      "恒立实业(000622)\n",
      "吉林敖东(000623)\n",
      "远大控股(000626)\n",
      "高新发展(000628)\n",
      "攀钢钒钛(000629)\n",
      "顺发恒业(000631)\n",
      "茂化实华(000637)\n",
      "西王食品(000639)\n",
      "仁和药业(000650)\n",
      "泰达股份(000652)\n",
      "金岭矿业(000655)\n",
      "金科股份(000656)\n",
      "中钨高新(000657)\n",
      "珠海中富(000659)\n",
      "天夏智慧(000662)\n",
      "永安林业(000663)\n",
      "湖北广电(000665)\n",
      "经纬纺机(000666)\n",
      "美好置业(000667)\n",
      "荣丰控股(000668)\n",
      "金鸿控股(000669)\n",
      "上峰水泥(000672)\n",
      "当代东方(000673)\n",
      "恒天海龙(000677)\n",
      "山推股份(000680)\n",
      "东方电子(000682)\n",
      "中山公用(000685)\n",
      "东北证券(000686)\n",
      "华讯方舟(000687)\n",
      "宝新能源(000690)\n",
      "亚太实业(000691)\n",
      "滨海能源(000695)\n",
      "炼石航空(000697)\n",
      "模塑科技(000700)\n",
      "厦门信达(000701)\n",
      "正虹科技(000702)\n",
      "恒逸石化(000703)\n",
      "浙江震元(000705)\n",
      "恒星科技(002132)\n",
      "贝瑞基因(000710)\n",
      "京蓝科技(000711)\n",
      "丰乐种业(000713)\n",
      "黑芝麻(000716)\n",
      "苏宁环球(000718)\n",
      "中原传媒(000719)\n",
      "西安饮食(000721)\n",
      "湖南发展(000722)\n",
      "冠捷科技(000727)\n",
      "罗牛山(000735)\n",
      "普利特(002324)\n",
      "恒邦股份(002237)\n",
      "漳州发展(000753)\n",
      "山西路桥(000755)\n",
      "新华制药(000756)\n",
      "步步高(002251)\n",
      "中色股份(000758)\n",
      "中百集团(000759)\n",
      "大连重工(002204)\n",
      "大洋电机(002249)\n",
      "西藏矿业(000762)\n",
      "通化金马(000766)\n",
      "新兴铸管(000778)\n",
      "甘咨询(000779)\n",
      "长江证券(000783)\n",
      "万年青(000789)\n",
      "华神科技(000790)\n",
      "甘肃电投(000791)\n",
      "国统股份(002205)\n",
      "华闻集团(000793)\n",
      "英洛华(000795)\n",
      "中国武夷(000797)\n",
      "中水渔业(000798)\n",
      "酒鬼酒(000799)\n",
      "一汽解放(000800)\n",
      "北京文化(000802)\n",
      "云铝股份(000807)\n",
      "创维数字(000810)\n",
      "陕西金叶(000812)\n",
      "德展健康(000813)\n",
      "美利云(000815)\n",
      "太钢不锈(000825)\n",
      "豪美新材(002988)\n",
      "东莞控股(000828)\n",
      "天音控股(000829)\n",
      "鲁西化工(000830)\n",
      "五矿稀土(000831)\n",
      "*ST升达(002259)\n",
      "海陆重工(002255)\n",
      "泰和新材(002254)\n",
      "富通鑫茂(000836)\n",
      "南国置业(002305)\n",
      "宇顺电子(002289)\n",
      "禾盛新材(002290)\n",
      "中信国安(000839)\n",
      "高鸿股份(000851)\n",
      "冀东装备(000856)\n",
      "盛视科技(002990)\n",
      "国风塑业(000859)\n",
      "天润曲轴(002283)\n",
      "华昌化工(002274)\n",
      "万马股份(002276)\n",
      "三湘印象(000863)\n",
      "奇正藏药(002287)\n",
      "亚太股份(002284)\n",
      "天山股份(000877)\n",
      "云南铜业(000878)\n",
      "潍柴重机(000880)\n",
      "中广核技(000881)\n",
      "川润股份(002272)\n",
      "美邦服饰(002269)\n",
      "大东南(002263)\n",
      "*ST德奥(002260)\n",
      "海南高速(000886)\n",
      "理工环科(002322)\n",
      "中嘉博创(000889)\n",
      "宇新股份(002986)\n",
      "法尔胜(000890)\n",
      "*ST雅博(002323)\n",
      "现代投资(000900)\n",
      "航天科技(000901)\n",
      "云内动力(000903)\n",
      "厦门港务(000905)\n",
      "洪涛股份(002325)\n",
      "景峰医药(000908)\n",
      "数源科技(000909)\n",
      "中天精装(002989)\n",
      "泸天化(000912)\n",
      "钱江摩托(000913)\n",
      "华特达因(000915)\n",
      "电广传媒(000917)\n",
      "中科云网(002306)\n",
      "毅昌股份(002420)\n",
      "垒知集团(002398)\n",
      "力生制药(002393)\n",
      "新亚制程(002388)\n",
      "天原股份(002386)\n",
      "国创高新(002377)\n",
      "亚厦股份(002375)\n",
      "中锐股份(002374)\n",
      "富临运业(002357)\n",
      "*ST北讯(002359)\n",
      "*ST赫美(002356)\n",
      "兴民智通(002355)\n",
      "兰州黄河(000929)\n",
      "中粮科技(000930)\n",
      "中关村(000931)\n",
      "赛象科技(002337)\n",
      "*ST罗普(002333)\n",
      "四川双马(000935)\n",
      "新朋股份(002328)\n",
      "慈文传媒(002343)\n",
      "人人乐(002336)\n",
      "南天信息(000948)\n",
      "新乡化纤(000949)\n",
      "重药控股(000950)\n",
      "广济药业(000952)\n",
      "华英农业(002321)\n",
      "首钢股份(000959)\n",
      "百川股份(002455)\n",
      "*ST康得(002450)\n",
      "晨鑫科技(002447)\n",
      "中南文化(002445)\n",
      "龙星化工(002442)\n",
      "长江健康(002435)\n",
      "金洲管道(002443)\n",
      "众业达(002441)\n",
      "银泰黄金(000975)\n",
      "华铁股份(000976)\n",
      "诚志股份(000990)\n",
      "*ST尤夫(002427)\n",
      "云南锗业(002428)\n",
      "贵州百灵(002424)\n",
      "中国中期(000996)\n",
      "宗申动力(001696)\n",
      "豫能控股(001896)\n",
      "华邦健康(002004)\n",
      "天奇股份(002009)\n",
      "金正大(002470)\n",
      "凯恩股份(002012)\n",
      "世荣兆业(002016)\n",
      "东信和平(002017)\n",
      "科华生物(002022)\n",
      "海特高新(002023)\n",
      "*ST科林(002499)\n",
      "思源电气(002028)\n",
      "华斯股份(002494)\n",
      "金固股份(002488)\n",
      "大金重工(002487)\n",
      "雪松发展(002485)\n",
      "旺能环境(002034)\n",
      "保利联合(002037)\n",
      "圣莱达(002473)\n",
      "国光电器(002045)\n",
      "同洲电子(002052)\n",
      "云南能投(002053)\n",
      "德美化工(002054)\n",
      "中钢天源(002057)\n",
      "*ST威尔(002058)\n",
      "浙江交科(002061)\n",
      "天广中茂(002509)\n",
      "华峰化学(002064)\n",
      "瑞泰科技(002066)\n",
      "软控股份(002073)\n",
      "*ST利源(002501)\n",
      "雪莱特(002076)\n",
      "大港股份(002077)\n",
      "苏州固锝(002079)\n",
      "万邦德(002082)\n",
      "孚日股份(002083)\n",
      "海鸥住工(002084)\n",
      "中化岩土(002542)\n",
      "云图控股(002539)\n",
      "飞龙股份(002536)\n",
      "林州重机(002535)\n",
      "国脉科技(002093)\n",
      "齐峰新材(002521)\n",
      "浔兴股份(002098)\n",
      "海源复材(002529)\n",
      "浙江众成(002522)\n",
      "常铝股份(002160)\n",
      "广博股份(002103)\n",
      "恒宝股份(002104)\n",
      "沃华医药(002107)\n",
      "沧州明珠(002108)\n",
      "兴化股份(002109)\n",
      "三变科技(002112)\n",
      "ST云投(002200)\n",
      "罗平锌电(002114)\n",
      "紫鑫药业(002118)\n",
      "康强电子(002119)\n",
      "梦网科技(002123)\n",
      "天邦股份(002124)\n",
      "南极电商(002127)\n",
      "沃尔核材(002130)\n",
      "广宇集团(002133)\n",
      "天津普林(002134)\n",
      "安纳达(002136)\n",
      "实益达(002137)\n",
      "中核钛白(002145)\n",
      "荣盛发展(002146)\n",
      "北纬科技(002148)\n",
      "西部材料(002149)\n",
      "通润装备(002150)\n",
      "湖南黄金(002155)\n",
      "三特索道(002159)\n",
      "远望谷(002161)\n",
      "悦心健康(002162)\n",
      "莱茵生物(002166)\n",
      "东方锆业(002167)\n",
      "惠程科技(002168)\n",
      "芭田股份(002170)\n",
      "澳洋健康(002172)\n",
      "创新医疗(002173)\n",
      "游族网络(002174)\n",
      "如意集团(002193)\n",
      "嘉应制药(002198)\n",
      "江特电机(002176)\n",
      "御银股份(002177)\n",
      "甘源食品(002991)\n",
      "延华智能(002178)\n",
      "宝明科技(002992)\n",
      "云海金属(002182)\n",
      "怡亚通(002183)\n",
      "海得控制(002184)\n",
      "全聚德(002186)\n",
      "报喜鸟(002154)\n",
      "成飞集成(002190)\n",
      "融捷股份(002192)\n",
      "天地在线(002995)\n",
      "ST新光(002147)\n",
      "方正电机(002196)\n",
      "证通电子(002197)\n",
      "东晶电子(002199)\n",
      "九鼎新材(002201)\n",
      "合肥城建(002208)\n",
      "宏达新材(002211)\n",
      "天融信(002212)\n",
      "大为股份(002213)\n",
      "拓日新能(002218)\n",
      "恒康医疗(002219)\n",
      "东华能源(002221)\n",
      "三力士(002224)\n",
      "濮耐股份(002225)\n",
      "江南化工(002226)\n",
      "奥特迅(002227)\n",
      "合兴包装(002228)\n",
      "鸿博股份(002229)\n",
      "奥维通信(002231)\n",
      "启明信息(002232)\n",
      "民和股份(002234)\n",
      "安妮股份(002235)\n",
      "奥特佳(002239)\n",
      "盛新锂能(002240)\n",
      "奥海科技(002993)\n",
      "力合科创(002243)\n",
      "蔚蓝锂芯(002245)\n",
      "北化股份(002246)\n",
      "聚力文化(002247)\n",
      "华东数控(002248)\n",
      "联化科技(002250)\n",
      "兆新股份(002256)\n",
      "拓维信息(002261)\n",
      "恩华药业(002262)\n",
      "新华都(002264)\n",
      "西仪股份(002265)\n",
      "浙富控股(002266)\n",
      "陕天然气(002267)\n",
      "华明装备(002270)\n",
      "博杰股份(002975)\n",
      "神开股份(002278)\n",
      "联络互动(002280)\n",
      "博深股份(002282)\n",
      "保龄宝(002286)\n",
      "超华科技(002288)\n",
      "星期六(002291)\n",
      "奥飞娱乐(002292)\n",
      "精艺股份(002295)\n",
      "辉煌科技(002296)\n",
      "博云新材(002297)\n",
      "中电兴发(002298)\n",
      "美盈森(002303)\n",
      "威创股份(002308)\n",
      "中利集团(002309)\n",
      "东方园林(002310)\n",
      "川发龙蟒(002312)\n",
      "日海智能(002313)\n",
      "南山控股(002314)\n",
      "亚联发展(002316)\n",
      "众生药业(002317)\n",
      "久立特材(002318)\n",
      "乐通股份(002319)\n",
      "海峡股份(002320)\n",
      "永太科技(002326)\n",
      "皇氏集团(002329)\n",
      "得利斯(002330)\n",
      "仙琚制药(002332)\n",
      "英威腾(002334)\n",
      "科华数据(002335)\n",
      "顺博合金(002996)\n",
      "奥普光电(002338)\n",
      "积成电子(002339)\n",
      "新纶新材(002341)\n",
      "巨力索具(002342)\n",
      "潮宏基(002345)\n",
      "柘中股份(002346)\n",
      "泰尔股份(002347)\n",
      "高乐股份(002348)\n",
      "精华制药(002349)\n",
      "北京科锐(002350)\n",
      "天神娱乐(002354)\n",
      "森源电气(002358)\n",
      "瑞鹄模具(002997)\n",
      "同德化工(002360)\n",
      "天禾股份(002999)\n",
      "神剑股份(002361)\n",
      "汉王科技(002362)\n",
      "隆基机械(002363)\n",
      "中恒电气(002364)\n",
      "台海核电(002366)\n",
      "卓翼科技(002369)\n",
      "亚太药业(002370)\n",
      "章源钨业(002378)\n",
      "宏创控股(002379)\n",
      "科远智慧(002380)\n",
      "双箭股份(002381)\n",
      "大北农(002385)\n",
      "维信诺(002387)\n",
      "航天彩虹(002389)\n",
      "信邦制药(002390)\n",
      "长青股份(002391)\n",
      "北京利尔(002392)\n",
      "双象股份(002395)\n",
      "梦洁股份(002397)\n",
      "海普瑞(002399)\n",
      "省广集团(002400)\n",
      "中远海科(002401)\n",
      "和而泰(002402)\n",
      "爱仕达(002403)\n",
      "远东传动(002406)\n",
      "多氟多(002407)\n",
      "齐翔腾达(002408)\n",
      "雅克科技(002409)\n",
      "广联达(002410)\n",
      "森麒麟(002984)\n",
      "延安必康(002411)\n",
      "汉森制药(002412)\n",
      "劲仔食品(003000)\n",
      "雷科防务(002413)\n",
      "爱施德(002416)\n",
      "深南股份(002417)\n",
      "康盛股份(002418)\n",
      "胜利精密(002426)\n",
      "兆驰股份(002429)\n",
      "杭氧股份(002430)\n",
      "棕榈股份(002431)\n",
      "太安堂(002433)\n",
      "誉衡药业(002437)\n",
      "江苏神通(002438)\n",
      "红宝丽(002165)\n",
      "盛路通信(002446)\n",
      "中原内配(002448)\n",
      "摩恩电气(002451)\n",
      "长高集团(002452)\n",
      "华软科技(002453)\n",
      "松芝股份(002454)\n",
      "青龙管业(002457)\n",
      "晶澳科技(002459)\n",
      "众应互联(002464)\n",
      "天齐锂业(002466)\n",
      "二六三(002467)\n",
      "三维化学(002469)\n",
      "中超控股(002471)\n",
      "双环传动(002472)\n",
      "榕基软件(002474)\n",
      "宝莫股份(002476)\n",
      "常宝股份(002478)\n",
      "新筑股份(002480)\n",
      "双塔食品(002481)\n",
      "润邦股份(002483)\n",
      "嘉麟杰(002486)\n",
      "浙江永强(002489)\n",
      "山东墨龙(002490)\n",
      "通鼎互联(002491)\n",
      "恒基达鑫(002492)\n",
      "荣盛石化(002493)\n",
      "佳隆股份(002495)\n",
      "辉丰股份(002496)\n",
      "雅化集团(002497)\n",
      "汉缆股份(002498)\n",
      "鼎龙文化(002502)\n",
      "搜于特(002503)\n",
      "弘高创意(002504)\n",
      "鹏都农牧(002505)\n",
      "协鑫集成(002506)\n",
      "广电计量(002967)\n",
      "达华智能(002512)\n",
      "蓝丰生化(002513)\n",
      "宝馨科技(002514)\n",
      "金字火腿(002515)\n",
      "恺英网络(002517)\n",
      "银河电子(002519)\n",
      "日发精机(002520)\n",
      "天桥起重(002523)\n",
      "光正眼科(002524)\n",
      "山东矿机(002526)\n",
      "新时达(002527)\n",
      "英飞拓(002528)\n",
      "金财互联(002530)\n",
      "天山铝业(002532)\n",
      "司尔特(002538)\n",
      "优彩资源(002998)\n",
      "中天火箭(003009)\n",
      "亚太科技(002540)\n",
      "鸿路钢构(002541)\n",
      "杰赛科技(002544)\n",
      "东方铁塔(002545)\n",
      "金新农(002548)\n",
      "千红制药(002550)\n",
      "尚荣医疗(002551)\n",
      "宝鼎科技(002552)\n",
      "南方轴承(002553)\n",
      "惠博普(002554)\n",
      "直真科技(003007)\n",
      "兄弟科技(002562)\n",
      "天沃科技(002564)\n",
      "开普检测(003008)\n",
      "壶化股份(003002)\n",
      "群兴玩具(002575)\n",
      "通达动力(002576)\n",
      "雷柏科技(002577)\n",
      "未名医药(002581)\n",
      "西陇科学(002584)\n",
      "双星新材(002585)\n",
      "奥拓电子(002587)\n",
      "竞业达(003005)\n",
      "恒大高新(002591)\n",
      "ST八菱(002592)\n",
      "海南瑞泽(002596)\n",
      "天元股份(003003)\n",
      "宁波东力(002164)\n",
      "姚记科技(002605)\n",
      "爱康科技(002610)\n",
      "哈尔斯(002615)\n",
      "长青集团(002616)\n",
      "露笑科技(002617)\n",
      "丹邦科技(002618)\n",
      "艾格拉斯(002619)\n",
      "融钰集团(002622)\n",
      "亚玛顿(002623)\n",
      "百亚股份(003006)\n",
      "完美世界(002624)\n",
      "光启技术(002625)\n",
      "三峡旅游(002627)\n",
      "华西能源(002630)\n",
      "德尔未来(002631)\n",
      "棒杰股份(002634)\n",
      "金安国纪(002636)\n",
      "赞宇科技(002637)\n",
      "勤上股份(002638)\n",
      "雪人股份(002639)\n",
      "永高股份(002641)\n",
      "佛慈制药(002644)\n",
      "加加食品(002650)\n",
      "利君股份(002651)\n",
      "扬子新材(002652)\n",
      "海思科(002653)\n",
      "万润科技(002654)\n",
      "摩登大道(002656)\n",
      "雪迪龙(002658)\n",
      "凯文教育(002659)\n",
      "茂硕电源(002660)\n",
      "京威股份(002662)\n",
      "普邦股份(002663)\n",
      "长鹰信质(002664)\n",
      "首航高科(002665)\n",
      "康达新材(002669)\n",
      "国盛金控(002670)\n",
      "兴业科技(002674)\n",
      "顺威股份(002676)\n",
      "珠江钢琴(002678)\n",
      "福建金森(002679)\n",
      "海南发展(002163)\n",
      "华东重机(002685)\n",
      "金河生物(002688)\n",
      "远大智能(002689)\n",
      "双成药业(002693)\n",
      "煌上煌(002695)\n",
      "博实股份(002698)\n",
      "新疆浩源(002700)\n",
      "海欣食品(002702)\n",
      "浙江世宝(002703)\n",
      "光洋股份(002708)\n",
      "天赐材料(002709)\n",
      "ST准油(002207)\n",
      "思美传媒(002712)\n",
      "东易日盛(002713)\n",
      "登云股份(002715)\n",
      "岭南股份(002717)\n",
      "麦趣尔(002719)\n",
      "金一文化(002721)\n",
      "金轮股份(002722)\n",
      "金莱特(002723)\n",
      "海洋王(002724)\n",
      "跃岭股份(002725)\n",
      "特一药业(002728)\n",
      "好利科技(002729)\n",
      "电光科技(002730)\n",
      "燕塘乳业(002732)\n",
      "利民股份(002734)\n",
      "王子新材(002735)\n",
      "国信证券(002736)\n",
      "葵花药业(002737)\n",
      "中矿资源(002738)\n",
      "若羽臣(003010)\n",
      "三圣股份(002742)\n",
      "世龙实业(002748)\n",
      "龙津药业(002750)\n",
      "易尚展示(002751)\n",
      "永东股份(002753)\n",
      "奥赛康(002755)\n",
      "永兴材料(002756)\n",
      "浙农股份(002758)\n",
      "天际股份(002759)\n",
      "凤形股份(002760)\n",
      "浙江建投(002761)\n",
      "汇洁股份(002763)\n",
      "蓝黛科技(002765)\n",
      "先锋电子(002767)\n",
      "普路通(002769)\n",
      "科迪乳业(002770)\n",
      "真视通(002771)\n",
      "众兴菌业(002772)\n",
      "中晟高科(002778)\n",
      "三夫户外(002780)\n",
      "奇信股份(002781)\n",
      "可立克(002782)\n",
      "凯龙股份(002783)\n",
      "万里石(002785)\n",
      "银宝山新(002786)\n",
      "华源控股(002787)\n",
      "凯美特气(002549)\n",
      "辉隆股份(002556)\n",
      "通达股份(002560)\n",
      "益盛药业(002566)\n",
      "ST步森(002569)\n",
      "德力股份(002571)\n",
      "明牌珠宝(002574)\n",
      "闽发铝业(002578)\n",
      "圣阳股份(002580)\n",
      "ST围海(002586)\n",
      "史丹利(002588)\n",
      "万安科技(002590)\n",
      "日上集团(002593)\n",
      "金禾实业(002597)\n",
      "山东章鼓(002598)\n",
      "盛通股份(002599)\n",
      "*ST龙力(002604)\n",
      "大连电瓷(002606)\n",
      "东方精工(002611)\n",
      "朗姿股份(002612)\n",
      "北玻股份(002613)\n",
      "瑞和股份(002620)\n",
      "美吉姆(002621)\n",
      "*ST仁智(002629)\n",
      "申科股份(002633)\n",
      "荣联科技(002642)\n",
      "鞍重股份(002667)\n",
      "龙泉股份(002671)\n",
      "龙洲股份(002682)\n",
      "宏大爆破(002683)\n",
      "*ST猛狮(002684)\n",
      "亿利达(002686)\n",
      "乔治白(002687)\n",
      "冀凯股份(002691)\n",
      "ST远程(002692)\n",
      "顾地科技(002694)\n",
      "美盛文化(002699)\n",
      "*ST欧浦(002711)\n",
      "金贵银业(002716)\n",
      "萃华珠宝(002731)\n",
      "爱迪尔(002740)\n",
      "国光股份(002749)\n",
      "昇兴股份(002752)\n",
      "ST索菱(002766)\n",
      "柏堡龙(002776)\n",
      "中坚科技(002779)\n",
      "金时科技(002951)\n",
      "日丰股份(002953)\n",
      "豪尔赛(002963)\n",
      "祥鑫科技(002965)\n",
      "新大正(002968)\n",
      "嘉美包装(002969)\n",
      "锐明技术(002970)\n",
      "和远气体(002971)\n",
      "科安达(002972)\n",
      "侨银股份(002973)\n",
      "瑞玛工业(002976)\n",
      "天箭科技(002977)\n",
      "安宁股份(002978)\n",
      "雷赛智能(002979)\n",
      "华盛昌(002980)\n",
      "朝阳科技(002981)\n",
      "湘佳股份(002982)\n",
      "芯瑞达(002983)\n",
      "北摩高科(002985)\n",
      "京北方(002987)\n",
      "瑞尔特(002790)\n",
      "建艺集团(002789)\n",
      "通宇通讯(002792)\n",
      "坚朗五金(002791)\n",
      "罗欣药业(002793)\n",
      "永和智控(002795)\n",
      "世嘉科技(002796)\n",
      "第一创业(002797)\n",
      "天顺股份(002800)\n",
      "环球印务(002799)\n",
      "微光股份(002801)\n",
      "洪汇新材(002802)\n",
      "丰元股份(002805)\n",
      "吉宏股份(002803)\n",
      "华锋股份(002806)\n",
      "黑猫股份(002068)\n",
      "宏润建设(002062)\n",
      "景兴纸业(002067)\n",
      "恒久科技(002808)\n",
      "红墙股份(002809)\n",
      "山东赫达(002810)\n",
      "世纪华通(002602)\n",
      "江阴银行(002807)\n",
      "郑中设计(002811)\n",
      "沙钢股份(002075)\n",
      "*ST凯瑞(002072)\n",
      "路畅科技(002813)\n",
      "和科达(002816)\n",
      "黄山胶囊(002817)\n",
      "獐子岛(002069)\n",
      "长城影视(002071)\n",
      "南岭民爆(002096)\n",
      "东方中科(002819)\n",
      "桂发祥(002820)\n",
      "凯中精密(002823)\n",
      "纳尔股份(002825)\n",
      "中装建设(002822)\n",
      "*ST新海(002089)\n",
      "贝肯能源(002828)\n",
      "易明医药(002826)\n",
      "高争民爆(002827)\n",
      "鲁阳节能(002088)\n",
      "新野纺织(002087)\n",
      "星网宇达(002829)\n",
      "名雕股份(002830)\n",
      "裕同科技(002831)\n",
      "ST东海洋(002086)\n",
      "太阳纸业(002078)\n",
      "同为股份(002835)\n",
      "弘亚数控(002833)\n",
      "新宏泽(002836)\n",
      "英维克(002837)\n",
      "道恩股份(002838)\n",
      "和胜股份(002824)\n",
      "翔鹭钨业(002842)\n",
      "泰嘉股份(002843)\n",
      "张家港行(002839)\n",
      "天康生物(002100)\n",
      "同兴达(002845)\n",
      "英联股份(002846)\n",
      "高斯贝尔(002848)\n",
      "ST冠福(002102)\n",
      "威星智能(002849)\n",
      "绿康生化(002868)\n",
      "快意电梯(002774)\n",
      "华统股份(002840)\n",
      "力盛赛车(002858)\n",
      "科达利(002850)\n",
      "三晖电气(002857)\n",
      "信隆健康(002105)\n",
      "捷荣技术(002855)\n",
      "美芝股份(002856)\n",
      "ST天润(002113)\n",
      "皮阿诺(002853)\n",
      "今飞凯达(002863)\n",
      "钧达股份(002865)\n",
      "传艺科技(002866)\n",
      "瀛通通讯(002861)\n",
      "星帅尔(002860)\n",
      "实丰文化(002862)\n",
      "洁美科技(002859)\n",
      "招商蛇口(001979)\n",
      "*ST天马(002122)\n",
      "利欧股份(002131)\n",
      "伟隆股份(002871)\n",
      "露天煤业(002128)\n",
      "香山股份(002870)\n",
      "天圣制药(002872)\n",
      "新天药业(002873)\n",
      "三利谱(002876)\n",
      "安奈儿(002875)\n",
      "智能自控(002877)\n",
      "元隆雅图(002878)\n",
      "卫光生物(002880)\n",
      "中设股份(002883)\n",
      "美格智能(002881)\n",
      "湘潭电化(002125)\n",
      "沃特股份(002886)\n",
      "京泉华(002885)\n",
      "东华科技(002140)\n",
      "长缆科技(002879)\n",
      "金龙羽(002882)\n",
      "东方嘉盛(002889)\n",
      "绿茵生态(002887)\n",
      "弘宇股份(002890)\n",
      "科力尔(002892)\n",
      "中宠股份(002891)\n",
      "川恒股份(002895)\n",
      "中大力德(002896)\n",
      "宏达高科(002144)\n",
      "贤丰控股(002141)\n",
      "意华股份(002897)\n",
      "赛隆药业(002898)\n",
      "华通热力(002893)\n",
      "华阳集团(002906)\n",
      "宇环数控(002903)\n",
      "金逸影视(002905)\n",
      "华森制药(002907)\n",
      "集泰股份(002909)\n",
      "庄园牧场(002910)\n",
      "盘龙药业(002864)\n",
      "中新赛克(002912)\n",
      "佛燃能源(002911)\n",
      "中欣氟材(002915)\n",
      "金奥博(002917)\n",
      "名臣健康(002919)\n",
      "德赛西威(002920)\n",
      "联诚精密(002921)\n",
      "伊戈尔(002922)\n",
      "润都股份(002923)\n",
      "泰永长征(002927)\n",
      "润建股份(002929)\n",
      "宏川智慧(002930)\n",
      "锋龙股份(002931)\n",
      "明德生物(002932)\n",
      "天奥电子(002935)\n",
      "郑州银行(002936)\n",
      "兴瑞科技(002937)\n",
      "昂利康(002940)\n",
      "长城证券(002939)\n",
      "新疆交建(002941)\n",
      "宇晶股份(002943)\n",
      "新农股份(002942)\n",
      "亚世光电(002952)\n",
      "青岛银行(002948)\n",
      "华林证券(002945)\n",
      "华阳国际(002949)\n",
      "青农商行(002958)\n",
      "鸿合科技(002955)\n",
      "西麦食品(002956)\n",
      "科瑞技术(002957)\n",
      "青鸟消防(002960)\n",
      "瑞达期货(002961)\n",
      "五方光电(002962)\n",
      "联科科技(001207)\n",
      "华菱线缆(001208)\n",
      "洪兴股份(001209)\n",
      "金房节能(001210)\n",
      "双枪科技(001211)\n",
      "中旗新材(001212)\n",
      "千味央厨(001215)\n",
      "中铁特货(001213)\n",
      "华尔泰(001217)\n",
      "丽臣实业(001218)\n",
      "青岛食品(001219)\n",
      "华瓷股份(001216)\n",
      "运机集团(001288)\n",
      "平安银行(000001)\n",
      "万科A(000002)\n",
      "南玻A(000012)\n",
      "沙河股份(000014)\n",
      "深康佳A(000016)\n",
      "深粮控股(000019)\n",
      "深华发A(000020)\n",
      "深科技(000021)\n",
      "招商港口(001872)\n",
      "飞亚达(000026)\n",
      "深圳能源(000027)\n",
      "大悦城(000031)\n",
      "深桑达A(000032)\n",
      "神州数码(000034)\n",
      "中国天楹(000035)\n",
      "深南电A(000037)\n",
      "中集集团(000039)\n",
      "东旭蓝天(000040)\n",
      "中航善达(000043)\n",
      "泛海控股(000046)\n",
      "德赛电池(000049)\n",
      "中金岭南(000060)\n",
      "深圳华强(000062)\n",
      "中兴通讯(000063)\n",
      "北方国际(000065)\n",
      "中国长城(000066)\n",
      "华侨城A(000069)\n",
      "特发信息(000070)\n",
      "盐田港(000088)\n",
      "深圳机场(000089)\n",
      "天健集团(000090)\n",
      "中信海直(000099)\n",
      "TCL科技(000100)\n",
      "华数传媒(000156)\n",
      "中联重科(000157)\n",
      "国际实业(000159)\n",
      "申万宏源(000166)\n",
      "美的集团(000333)\n",
      "潍柴动力(000338)\n",
      "许继电气(000400)\n",
      "冀东水泥(000401)\n",
      "东阿阿胶(000423)\n",
      "徐工机械(000425)\n",
      "粤高速A(000429)\n",
      "晨鸣纸业(000488)\n",
      "丽珠集团(000513)\n",
      "国际医学(000516)\n",
      "中兵红箭(000519)\n",
      "长虹美菱(000521)\n",
      "岭南控股(000524)\n",
      "柳工(000528)\n",
      "云南白药(000538)\n",
      "粤电力A(000539)\n",
      "佛山照明(000541)\n",
      "航天发展(000547)\n",
      "江铃汽车(000550)\n",
      "安道麦A(000553)\n",
      "神州信息(000555)\n",
      "莱茵体育(000558)\n",
      "万向钱潮(000559)\n",
      "我爱我家(000560)\n",
      "烽火电子(000561)\n",
      "陕国投A(000563)\n",
      "泸州老窖(000568)\n",
      "威孚高科(000581)\n",
      "北部湾港(000582)\n",
      "哈工智能(000584)\n",
      "古井贡酒(000596)\n",
      "盛达资源(000603)\n",
      "顺利办(000606)\n",
      "中油资本(000617)\n",
      "长安汽车(000625)\n",
      "天茂集团(000627)\n",
      "风华高科(000636)\n",
      "格力电器(000651)\n",
      "长春高新(000661)\n",
      "阳光城(000671)\n",
      "智度股份(000676)\n",
      "视觉中国(000681)\n",
      "中信特钢(000708)\n",
      "美锦能源(000723)\n",
      "京东方A(000725)\n",
      "鲁泰A(000726)\n",
      "国元证券(000728)\n",
      "燕京啤酒(000729)\n",
      "泰禾集团(000732)\n",
      "振华科技(000733)\n",
      "航发控制(000738)\n",
      "国海证券(000750)\n",
      "中航西飞(000768)\n",
      "广发证券(000776)\n",
      "中核科技(000777)\n",
      "居然之家(000785)\n",
      "北大医药(000788)\n",
      "凯撒旅业(000796)\n",
      "冰轮环境(000811)\n",
      "武汉凡谷(002194)\n",
      "超声电子(000823)\n",
      "启迪环境(000826)\n",
      "承德露露(000848)\n",
      "五粮液(000858)\n",
      "顺鑫农业(000860)\n",
      "张裕A(000869)\n",
      "新希望(000876)\n",
      "峨眉山A(000888)\n",
      "双汇发展(000895)\n",
      "新洋丰(000902)\n",
      "大亚圣象(000910)\n",
      "海信家电(000921)\n",
      "华西股份(000936)\n",
      "紫光股份(000938)\n",
      "中国重汽(000951)\n",
      "中通客车(000957)\n",
      "中南建设(000961)\n",
      "华东医药(000963)\n",
      "盈峰环境(000967)\n",
      "中科三环(000970)\n",
      "浪潮信息(000977)\n",
      "桂林旅游(000978)\n",
      "越秀金控(000987)\n",
      "华工科技(000988)\n",
      "九芝堂(000989)\n",
      "闽东电力(000993)\n",
      "隆平高科(000998)\n",
      "华润三九(000999)\n",
      "新和成(002001)\n",
      "鸿达兴业(002002)\n",
      "伟星股份(002003)\n",
      "华兰生物(002007)\n",
      "大族激光(002008)\n",
      "传化智联(002010)\n",
      "中航机电(002013)\n",
      "永新股份(002014)\n",
      "亿帆医药(002019)\n",
      "京新药业(002020)\n",
      "苏宁易购(002024)\n",
      "航天电器(002025)\n",
      "分众传媒(002027)\n",
      "达安基因(002030)\n",
      "苏泊尔(002032)\n",
      "丽江股份(002033)\n",
      "华帝股份(002035)\n",
      "联创电子(002036)\n",
      "双鹭药业(002038)\n",
      "南京港(002040)\n",
      "登海种业(002041)\n",
      "华孚时尚(002042)\n",
      "兔宝宝(002043)\n",
      "美年健康(002044)\n",
      "紫光国微(002049)\n",
      "三花智控(002050)\n",
      "中工国际(002051)\n",
      "得润电子(002055)\n",
      "横店东磁(002056)\n",
      "云南旅游(002059)\n",
      "粤水电(002060)\n",
      "远光软件(002063)\n",
      "东华软件(002065)\n",
      "国轩高科(002074)\n",
      "中材科技(002080)\n",
      "金螳螂(002081)\n",
      "万丰奥威(002085)\n",
      "金智科技(002090)\n",
      "江苏国泰(002091)\n",
      "中泰化学(002092)\n",
      "青岛金王(002094)\n",
      "生意宝(002095)\n",
      "山河智能(002097)\n",
      "海翔药业(002099)\n",
      "广东鸿图(002101)\n",
      "莱宝高科(002106)\n",
      "三钢闽光(002110)\n",
      "威海广泰(002111)\n",
      "三维通信(002115)\n",
      "中国海诚(002116)\n",
      "东港股份(002117)\n",
      "韵达股份(002120)\n",
      "科陆电子(002121)\n",
      "银轮股份(002126)\n",
      "中环股份(002129)\n",
      "东南网架(002135)\n",
      "顺络电子(002138)\n",
      "拓邦股份(002139)\n",
      "宁波银行(002142)\n",
      "北斗星通(002151)\n",
      "广电运通(002152)\n",
      "石基信息(002153)\n",
      "通富微电(002156)\n",
      "正邦科技(002157)\n",
      "汉钟精机(002158)\n",
      "智光电气(002169)\n",
      "中航光电(002179)\n",
      "纳思达(002180)\n",
      "粤传媒(002181)\n",
      "华天科技(002185)\n",
      "广百股份(002187)\n",
      "中光学(002189)\n",
      "劲嘉股份(002191)\n",
      "二三四五(002195)\n",
      "金风科技(002202)\n",
      "海亮股份(002203)\n",
      "海利得(002206)\n",
      "大立科技(002214)\n",
      "诺普信(002215)\n",
      "三全食品(002216)\n",
      "合力泰(002217)\n",
      "福晶科技(002222)\n",
      "鱼跃医疗(002223)\n",
      "科大讯飞(002230)\n",
      "塔牌集团(002233)\n",
      "大华股份(002236)\n",
      "天威视讯(002238)\n",
      "歌尔股份(002241)\n",
      "九阳股份(002242)\n",
      "滨江集团(002244)\n",
      "上海莱士(002252)\n",
      "川大智胜(002253)\n",
      "利尔化学(002258)\n",
      "卫士通(002268)\n",
      "东方雨虹(002271)\n",
      "水晶光电(002273)\n",
      "桂林三金(002275)\n",
      "友阿股份(002277)\n",
      "久其软件(002279)\n",
      "光迅科技(002281)\n",
      "世联行(002285)\n",
      "罗莱生活(002293)\n",
      "信立泰(002294)\n",
      "圣农发展(002299)\n",
      "太阳电缆(002300)\n",
      "齐心集团(002301)\n",
      "西部建设(002302)\n",
      "洋河股份(002304)\n",
      "北新路桥(002307)\n",
      "海大集团(002311)\n",
      "焦点科技(002315)\n",
      "富安娜(002327)\n",
      "皖通科技(002331)\n",
      "格林美(002340)\n",
      "海宁皮城(002344)\n",
      "漫步者(002351)\n",
      "顺丰控股(002352)\n",
      "杰瑞股份(002353)\n",
      "永安药业(002365)\n",
      "康力电梯(002367)\n",
      "太极股份(002368)\n",
      "北方华创(002371)\n",
      "伟星新材(002372)\n",
      "千方科技(002373)\n",
      "新北洋(002376)\n",
      "蓝帆医疗(002382)\n",
      "合众思壮(002383)\n",
      "东山精密(002384)\n",
      "联发股份(002394)\n",
      "星网锐捷(002396)\n",
      "嘉欣丝绸(002404)\n",
      "四维图新(002405)\n",
      "高德红外(002414)\n",
      "海康威视(002415)\n",
      "天虹股份(002419)\n",
      "达实智能(002421)\n",
      "科伦药业(002422)\n",
      "中粮资本(002423)\n",
      "凯撒文化(002425)\n",
      "九安医疗(002432)\n",
      "万里扬(002434)\n",
      "兴森科技(002436)\n",
      "启明星辰(002439)\n",
      "闰土股份(002440)\n",
      "巨星科技(002444)\n",
      "国星光电(002449)\n",
      "欧菲光(002456)\n",
      "益生股份(002458)\n",
      "赣锋锂业(002460)\n",
      "珠江啤酒(002461)\n",
      "嘉事堂(002462)\n",
      "沪电股份(002463)\n",
      "海格通信(002465)\n",
      "申通快递(002468)\n",
      "立讯精密(002475)\n",
      "富春环保(002479)\n",
      "广田集团(002482)\n",
      "江海股份(002484)\n",
      "山西证券(002500)\n",
      "涪陵榨菜(002507)\n",
      "老板电器(002508)\n",
      "天汽模(002510)\n",
      "中顺洁柔(002511)\n",
      "旷达科技(002516)\n",
      "科士达(002518)\n",
      "天顺风能(002531)\n",
      "金杯电工(002533)\n",
      "杭锅股份(002534)\n",
      "海联金汇(002537)\n",
      "万和电气(002543)\n",
      "新联电子(002546)\n",
      "春兴精工(002547)\n",
      "三七互娱(002555)\n",
      "洽洽食品(002557)\n",
      "巨人网络(002558)\n",
      "亚威股份(002559)\n",
      "徐家汇(002561)\n",
      "森马服饰(002563)\n",
      "顺灏股份(002565)\n",
      "唐人神(002567)\n",
      "百润股份(002568)\n",
      "贝因美(002570)\n",
      "索菲亚(002572)\n",
      "清新环境(002573)\n",
      "中京电子(002579)\n",
      "好想你(002582)\n",
      "海能达(002583)\n",
      "瑞康医药(002589)\n",
      "比亚迪(002594)\n",
      "豪迈科技(002595)\n",
      "领益智造(002600)\n",
      "龙佰集团(002601)\n",
      "以岭药业(002603)\n",
      "中公教育(002607)\n",
      "江苏国信(002608)\n",
      "捷顺科技(002609)\n",
      "奥佳华(002614)\n",
      "金达威(002626)\n",
      "成都路桥(002628)\n",
      "道明光学(002632)\n",
      "安洁科技(002635)\n",
      "跨境通(002640)\n",
      "万润股份(002643)\n",
      "华宏科技(002645)\n",
      "青青稞酒(002646)\n",
      "仁东控股(002647)\n",
      "卫星石化(002648)\n",
      "博彦科技(002649)\n",
      "共达电声(002655)\n",
      "中科金财(002657)\n",
      "克明食品(002661)\n",
      "德联集团(002666)\n",
      "奥马电器(002668)\n",
      "东江环保(002672)\n",
      "西部证券(002673)\n",
      "东诚药业(002675)\n",
      "浙江美大(002677)\n",
      "奋达科技(002681)\n",
      "美亚光电(002690)\n",
      "百洋股份(002696)\n",
      "红旗连锁(002697)\n",
      "奥瑞金(002701)\n",
      "新宝股份(002705)\n",
      "良信股份(002706)\n",
      "众信旅游(002707)\n",
      "牧原股份(002714)\n",
      "友邦吊顶(002718)\n",
      "龙大肉食(002726)\n",
      "一心堂(002727)\n",
      "雄韬股份(002733)\n",
      "万达电影(002739)\n",
      "光华科技(002741)\n",
      "富煌钢构(002743)\n",
      "木林森(002745)\n",
      "仙坛股份(002746)\n",
      "埃斯顿(002747)\n",
      "南兴股份(002757)\n",
      "金发拉比(002762)\n",
      "国恩股份(002768)\n",
      "康弘药业(002773)\n",
      "文科园林(002775)\n",
      "久远银海(002777)\n",
      "鹭燕医药(002788)\n",
      "帝欧家居(002798)\n",
      "恩捷股份(002812)\n",
      "崇达技术(002815)\n",
      "凯莱英(002821)\n",
      "比音勒芬(002832)\n",
      "视源股份(002841)\n",
      "盐津铺子(002847)\n",
      "道道全(002852)\n",
      "麦格米特(002851)\n",
      "周大生(002867)\n",
      "金溢科技(002869)\n",
      "凌霄泵业(002884)\n",
      "惠威科技(002888)\n",
      "英派斯(002899)\n",
      "大博医疗(002901)\n",
      "哈三联(002900)\n",
      "铭普光磁(002902)\n",
      "德生科技(002908)\n",
      "奥士康(002913)\n",
      "深南电路(002916)\n",
      "蒙娜丽莎(002918)\n",
      "招商公路(001965)\n",
      "盈趣科技(002925)\n",
      "华西证券(002926)\n",
      "富森美(002818)\n",
      "华夏航空(002928)\n",
      "新兴装备(002933)\n",
      "鹏鼎控股(002938)\n",
      "新乳业(002946)\n",
      "恒铭达(002947)\n",
      "奥美医疗(002950)\n",
      "小熊电器(002959)\n",
      "苏州银行(002966)\n",
      "中国广核(003816)\n"
     ]
    }
   ],
   "source": [
    "def get_stock_code():\n",
    "    res = requests.get('https://www.banban.cn/gupiao/list_sz.html')\n",
    "    res.encoding = res.apparent_encoding\n",
    "    soup = bs.BeautifulSoup(res.text, 'lxml')\n",
    "    content = soup.find('div', {'class':'u-postcontent cz'})\n",
    "    result = []\n",
    "    for item in content.findAll('a'):\n",
    "        result.append(item.text)\n",
    "    return result\n",
    "\n",
    "def get_stock_history(stock_name, stock_code, save_dir)\n",
    "    if stock_code[-2:] != 'sz':\n",
    "        stock_code = str(stock_code) + '.sz'\n",
    "    df = web.DataReader(stock_code, data_source='yahoo', start='1995-01-01', end='2021-10-28')\n",
    "    df.to_csv(save_dir + '/{}{}.csv'.format(stock_name, stock_code))\n",
    "\n",
    "if __name__=='__main__':\n",
    "    stock_name_code = get_stock_code()\n",
    "    for i in stock_name_code:\n",
    "        print(i)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8fcef93e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1489"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stock_name_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "63585b7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "if __name__=='__main__':\n",
    "    stock_name_code = get_stock_code()\n",
    "    for i in stock_name_code[1485:]:\n",
    "        stock_name = i[:-8]\n",
    "        stock_code = i[-7:-1]\n",
    "        get_stock_history(stock_name, stock_code, '/Users/zhangyuwei/Documents')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "52ec09a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock_name</th>\n",
       "      <th>stock_id</th>\n",
       "      <th>max_high</th>\n",
       "      <th>min_high</th>\n",
       "      <th>average_high</th>\n",
       "      <th>max_low</th>\n",
       "      <th>min_low</th>\n",
       "      <th>average_low</th>\n",
       "      <th>max_open</th>\n",
       "      <th>min_open</th>\n",
       "      <th>...</th>\n",
       "      <th>max_close</th>\n",
       "      <th>min_close</th>\n",
       "      <th>average_close</th>\n",
       "      <th>max_volume</th>\n",
       "      <th>min_volume</th>\n",
       "      <th>average_volume</th>\n",
       "      <th>sum_volume</th>\n",
       "      <th>max_adjclose</th>\n",
       "      <th>min_adjclose</th>\n",
       "      <th>average_adjclose</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [stock_name, stock_id, max_high, min_high, average_high, max_low, min_low, average_low, max_open, min_open, average_open, max_close, min_close, average_close, max_volume, min_volume, average_volume, sum_volume, max_adjclose, min_adjclose, average_adjclose]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 21 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(columns = ['stock_name','stock_id',\n",
    "                             'max_high', 'min_high', 'average_high', \n",
    "                             'max_low', 'min_low', 'average_low', \n",
    "                             'max_open', 'min_open', 'average_open',\n",
    "                             'max_close', 'min_close', 'average_close',\n",
    "                             'max_volume', 'min_volume', 'average_volume', 'sum_volume',\n",
    "                             'max_adjclose', 'min_adjclose', 'average_adjclose'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "df8b0997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.1965186263024523"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = pd.read_csv('TCL科技000100.sz.csv')\n",
    "n['High'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ac8ebf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[0] = ['TCL科技','000100.sz', \n",
    "             n['High'].max(),n['High'].min(), n['High'].mean(),\n",
    "             n['Low'].max(),n['Low'].min(), n['Low'].mean(),\n",
    "             n['Open'].max(),n['Open'].min(), n['Open'].mean(),\n",
    "             n['Close'].max(),n['Close'].min(), n['Close'].mean(),\n",
    "             n['Volume'].max(),n['Volume'].min(), n['Volume'].mean(), n['Volume'].sum(),\n",
    "             n['Adj Close'].max(),n['Adj Close'].min(), n['Adj Close'].mean()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6b215c4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock_name</th>\n",
       "      <th>stock_id</th>\n",
       "      <th>max_high</th>\n",
       "      <th>min_high</th>\n",
       "      <th>average_high</th>\n",
       "      <th>max_low</th>\n",
       "      <th>min_low</th>\n",
       "      <th>average_low</th>\n",
       "      <th>max_open</th>\n",
       "      <th>min_open</th>\n",
       "      <th>...</th>\n",
       "      <th>max_close</th>\n",
       "      <th>min_close</th>\n",
       "      <th>average_close</th>\n",
       "      <th>max_volume</th>\n",
       "      <th>min_volume</th>\n",
       "      <th>average_volume</th>\n",
       "      <th>sum_volume</th>\n",
       "      <th>max_adjclose</th>\n",
       "      <th>min_adjclose</th>\n",
       "      <th>average_adjclose</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TCL科技</td>\n",
       "      <td>000100.sz</td>\n",
       "      <td>10.38</td>\n",
       "      <td>0.895</td>\n",
       "      <td>3.196519</td>\n",
       "      <td>9.8</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.084026</td>\n",
       "      <td>10.2</td>\n",
       "      <td>0.865</td>\n",
       "      <td>...</td>\n",
       "      <td>10.24</td>\n",
       "      <td>0.875</td>\n",
       "      <td>3.142219</td>\n",
       "      <td>1.355461e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.635096e+08</td>\n",
       "      <td>6.847780e+11</td>\n",
       "      <td>10.099566</td>\n",
       "      <td>0.635881</td>\n",
       "      <td>2.766438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  stock_name   stock_id  max_high  min_high  average_high  max_low  min_low  \\\n",
       "0      TCL科技  000100.sz     10.38     0.895      3.196519      9.8     0.86   \n",
       "\n",
       "   average_low  max_open  min_open  ...  max_close  min_close  average_close  \\\n",
       "0     3.084026      10.2     0.865  ...      10.24      0.875       3.142219   \n",
       "\n",
       "     max_volume  min_volume  average_volume    sum_volume  max_adjclose  \\\n",
       "0  1.355461e+09         0.0    1.635096e+08  6.847780e+11     10.099566   \n",
       "\n",
       "   min_adjclose  average_adjclose  \n",
       "0      0.635881          2.766438  \n",
       "\n",
       "[1 rows x 21 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d4697d39",
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_name_code.remove('*ST斯太(000760)')\n",
    "stock_name_code.remove('*ST凯迪(000939)')\n",
    "stock_name_code.remove('安泰科技(000969)')\n",
    "stock_name_code.remove('ST天宝(002220)')\n",
    "stock_name_code.remove('天夏智慧(000662)')\n",
    "stock_name_code.remove('*ST德奥(002260)')\n",
    "stock_name_code.remove('*ST北讯(002359)')\n",
    "stock_name_code.remove('*ST康得(002450)')\n",
    "stock_name_code.remove('天广中茂(002509)')\n",
    "stock_name_code.remove('*ST龙力(002604)')\n",
    "stock_name_code.remove('*ST欧浦(002711)')\n",
    "stock_name_code.remove('长城影视(002071)')\n",
    "stock_name_code.remove('南岭民爆(002096)')\n",
    "stock_name_code.remove('运机集团(001288)')\n",
    "stock_name_code.remove('中航善达(000043)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5587d211",
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_name = [i[:-8] for i in stock_name_code]\n",
    "stock_code = [i[-7:-1] for i in stock_name_code]\n",
    "stock_name_c = [i[:-8]+i[-7:-1]+'.sz.csv' for i in stock_name_code]\n",
    "#for i in stock_name_code[1:10]:\n",
    "#    print(i)\n",
    "#    stock_name[j] = i[:-8]\n",
    "    #print(stock_name)\n",
    "    #stock_code = i[-7:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "68363b96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['海象新材(003011)',\n",
       " '中岩大地(003001)',\n",
       " '东鹏控股(003012)',\n",
       " '日久光电(003015)',\n",
       " '地铁设计(003013)',\n",
       " '大洋生物(003017)',\n",
       " '欣贺股份(003016)',\n",
       " '金富科技(003018)',\n",
       " '宸展光电(003019)',\n",
       " '声迅股份(003004)',\n",
       " '兆威机电(003021)',\n",
       " 'ST德豪(002005)',\n",
       " '依依股份(001206)',\n",
       " '联泓新科(003022)',\n",
       " '彩虹集团(003023)',\n",
       " '思进智能(003025)',\n",
       " '立方制药(003020)',\n",
       " '中晶科技(003026)',\n",
       " '同兴环保(003027)',\n",
       " '英特集团(000411)',\n",
       " '吉大正元(003029)',\n",
       " '胜利股份(000407)',\n",
       " '藏格控股(000408)',\n",
       " '云鼎科技(000409)',\n",
       " '*ST沈机(000410)',\n",
       " '长虹华意(000404)',\n",
       " '派林生物(000403)',\n",
       " '常山北明(000158)',\n",
       " '振邦智能(003028)',\n",
       " '丰原药业(000153)',\n",
       " '广聚能源(000096)',\n",
       " '皇庭国际(000056)',\n",
       " '京基智农(000048)',\n",
       " '中洲控股(000042)',\n",
       " '富奥股份(000030)',\n",
       " '美丽生态(000010)',\n",
       " '世纪星源(000005)',\n",
       " '国华网安(000004)',\n",
       " '东北制药(000597)',\n",
       " '宝塔实业(000595)',\n",
       " '金洲慈航(000587)',\n",
       " 'ST东电(000585)',\n",
       " '海马汽车(000572)',\n",
       " '*ST大洲(000571)',\n",
       " '苏常柴A(000570)',\n",
       " '海德股份(000567)',\n",
       " '供销大集(000564)',\n",
       " '泰山石油(000554)',\n",
       " '靖远煤电(000552)',\n",
       " '金圆股份(000546)',\n",
       " '金浦钛业(000545)',\n",
       " '万泽股份(000534)',\n",
       " '长航凤凰(000520)',\n",
       " '*ST华塑(000509)',\n",
       " '*ST生物(000504)',\n",
       " '绿景控股(000502)',\n",
       " '兴业矿业(000426)',\n",
       " '华天酒店(000428)',\n",
       " '湖北宜化(000422)',\n",
       " '通程控股(000419)',\n",
       " '吉林化纤(000420)',\n",
       " '合肥百货(000417)',\n",
       " '中瓷电子(003031)',\n",
       " '万方发展(000638)',\n",
       " '*ST盈方(000670)',\n",
       " '远兴能源(000683)',\n",
       " '襄阳轴承(000678)',\n",
       " '大连友谊(000679)',\n",
       " '祖名股份(003030)',\n",
       " '海螺型材(000619)',\n",
       " '英力特(000635)',\n",
       " '三木集团(000632)',\n",
       " '合金投资(000633)',\n",
       " '铜陵有色(000630)',\n",
       " '征和工业(003033)',\n",
       " '传智教育(003032)',\n",
       " 'ST天首(000611)',\n",
       " '中迪投资(000609)',\n",
       " '南网能源(003035)',\n",
       " '渤海股份(000605)',\n",
       " '韶能股份(000601)',\n",
       " '建投能源(000600)',\n",
       " '惠天热电(000692)',\n",
       " '国城矿业(000688)',\n",
       " '沈阳化工(000698)',\n",
       " '锦龙股份(000712)',\n",
       " '河钢股份(000709)',\n",
       " 'ST双环(000707)',\n",
       " '*ST巴士(002188)',\n",
       " '*ST东网(002175)',\n",
       " '楚江新材(002171)',\n",
       " '中兴商业(000715)',\n",
       " '泰坦股份(003036)',\n",
       " '四川美丰(000731)',\n",
       " '新能泰山(000720)',\n",
       " '三和管桩(003037)',\n",
       " '韶钢松山(000717)',\n",
       " '锌业股份(000751)',\n",
       " '*ST西发(000752)',\n",
       " '鑫铂股份(003038)',\n",
       " '普洛药业(000739)',\n",
       " '中交地产(000736)',\n",
       " '南风化工(000737)',\n",
       " '盐湖股份(000792)',\n",
       " '北新建材(000786)',\n",
       " '四川九洲(000801)',\n",
       " '平庄能源(000780)',\n",
       " '美达股份(000782)',\n",
       " '晋控电力(000767)',\n",
       " '本钢板材(000761)',\n",
       " '浩物股份(000757)',\n",
       " '秦川机床(000837)',\n",
       " '财信发展(000838)',\n",
       " '粤桂股份(000833)',\n",
       " '长城动漫(000835)',\n",
       " '山东海化(000822)',\n",
       " '*ST节能(000820)',\n",
       " '京山轻机(000821)',\n",
       " '岳阳兴长(000819)',\n",
       " '顺控发展(003039)',\n",
       " '航锦科技(000818)',\n",
       " '智慧农业(000816)',\n",
       " '铁岭新城(000809)',\n",
       " 'ST银河(000806)',\n",
       " '北清环能(000803)',\n",
       " '楚天龙(003040)',\n",
       " '真爱美家(003041)',\n",
       " '中农联合(003042)',\n",
       " '华亚智能(003043)',\n",
       " '华茂股份(000850)',\n",
       " '海印股份(000861)',\n",
       " '石化机械(000852)',\n",
       " '中鼎股份(000887)',\n",
       " '湖北能源(000883)',\n",
       " '城发环境(000885)',\n",
       " '华联股份(000882)',\n",
       " '吉电股份(000875)',\n",
       " '安凯客车(000868)',\n",
       " '银星能源(000862)',\n",
       " '南方汇通(000920)',\n",
       " '金陵药业(000919)',\n",
       " '嘉凯城(000918)',\n",
       " '南宁糖业(000911)',\n",
       " '浙商中拓(000906)',\n",
       " '赣能股份(000899)',\n",
       " '*ST津滨(000897)',\n",
       " '欢瑞世纪(000892)',\n",
       " '鞍钢股份(000898)',\n",
       " '亚钾国际(000893)',\n",
       " '中钢国际(000928)',\n",
       " '中国铁物(000927)',\n",
       " '众合科技(000925)',\n",
       " '河钢资源(000923)',\n",
       " '福星股份(000926)',\n",
       " '佳电股份(000922)',\n",
       " '冀中能源(000937)',\n",
       " '神火股份(000933)',\n",
       " '华菱钢铁(000932)',\n",
       " '锡业股份(000960)',\n",
       " '东方能源(000958)',\n",
       " '河化股份(000953)',\n",
       " '东方钽业(000962)',\n",
       " '东瑞股份(001201)',\n",
       " '炬申股份(001202)',\n",
       " '欣龙控股(000955)',\n",
       " '长源电力(000966)',\n",
       " '天保基建(000965)',\n",
       " '大庆华科(000985)',\n",
       " '山西焦煤(000983)',\n",
       " '中银绒业(000982)',\n",
       " '众泰汽车(000980)',\n",
       " 'ST银亿(000981)',\n",
       " '佛塑科技(000973)',\n",
       " 'ST中基(000972)',\n",
       " '*ST高升(000971)',\n",
       " '蓝焰控股(000968)',\n",
       " '皇台酒业(000995)',\n",
       " '新大陆(000997)',\n",
       " '大中矿业(001203)',\n",
       " '盛航股份(001205)',\n",
       " '招商积余(001914)',\n",
       " '山东威达(002026)',\n",
       " '*ST中捷(002021)',\n",
       " '协鑫能科(002015)',\n",
       " '盾安环境(002011)',\n",
       " '精功科技(002006)',\n",
       " '七匹狼(002029)',\n",
       " '巨轮智能(002031)',\n",
       " '宁波华翔(002048)',\n",
       " '宝鹰股份(002047)',\n",
       " '国机精工(002046)',\n",
       " '黔源电力(002039)',\n",
       " '深振业A(000006)',\n",
       " '全新好(000007)',\n",
       " '神州高铁(000008)',\n",
       " '中国宝安(000009)',\n",
       " '深物业A(000011)',\n",
       " '深中华A(000017)',\n",
       " '深天地A(000023)',\n",
       " '特力A(000025)',\n",
       " '国药一致(000028)',\n",
       " '深深房A(000029)',\n",
       " '华联控股(000036)',\n",
       " '深大通(000038)',\n",
       " '深纺织A(000045)',\n",
       " '深天马A(000050)',\n",
       " '方大集团(000055)',\n",
       " '深赛格(000058)',\n",
       " '华锦股份(000059)',\n",
       " '农产品(000061)',\n",
       " '华控赛格(000068)',\n",
       " '海王生物(000078)',\n",
       " '达意隆(002209)',\n",
       " '宜华健康(000150)',\n",
       " '中成股份(000151)',\n",
       " '川能动力(000155)',\n",
       " '东方盛虹(000301)',\n",
       " '金融街(000402)',\n",
       " '东旭光电(000413)',\n",
       " '渤海租赁(000415)',\n",
       " '民生控股(000416)',\n",
       " '*ST飞马(002210)',\n",
       " '南京公用(000421)',\n",
       " '张家界(000430)',\n",
       " '山东路桥(000498)',\n",
       " '鄂武商A(000501)',\n",
       " '国新健康(000503)',\n",
       " '京粮控股(000505)',\n",
       " '中润资源(000506)',\n",
       " '珠海港(000507)',\n",
       " '新金路(000510)',\n",
       " '渝开发(000514)',\n",
       " '荣安地产(000517)',\n",
       " '四环生物(000518)',\n",
       " '广州浪奇(000523)',\n",
       " '红太阳(000525)',\n",
       " '学大教育(000526)',\n",
       " '广弘控股(000529)',\n",
       " '冰山冷热(000530)',\n",
       " '穗恒运A(000531)',\n",
       " '华金资本(000532)',\n",
       " '顺钠股份(000533)',\n",
       " '华映科技(000536)',\n",
       " '广宇发展(000537)',\n",
       " '中天金融(000540)',\n",
       " '皖能电力(000543)',\n",
       " '中原环保(000544)',\n",
       " '湖南投资(000548)',\n",
       " '创元科技(000551)',\n",
       " '西部创业(000557)',\n",
       " '渝三峡A(000565)',\n",
       " '海南海药(000566)',\n",
       " '粤宏远A(000573)',\n",
       " '甘化科工(000576)',\n",
       " '汇源通信(000586)',\n",
       " '贵州轮胎(000589)',\n",
       " '启迪古汉(000590)',\n",
       " '太阳能(000591)',\n",
       " '平潭发展(000592)',\n",
       " '大通燃气(000593)',\n",
       " '兴蓉环境(000598)',\n",
       " '青岛双星(000599)',\n",
       " '华媒控股(000607)',\n",
       " '阳光股份(000608)',\n",
       " '西安旅游(000610)',\n",
       " '焦作万方(000612)',\n",
       " '大东海A(000613)',\n",
       " '奥园美谷(000615)',\n",
       " '海航投资(000616)',\n",
       " '新华联(000620)',\n",
       " '恒立实业(000622)',\n",
       " '吉林敖东(000623)',\n",
       " '远大控股(000626)',\n",
       " '高新发展(000628)',\n",
       " '攀钢钒钛(000629)',\n",
       " '顺发恒业(000631)',\n",
       " '茂化实华(000637)',\n",
       " '西王食品(000639)',\n",
       " '仁和药业(000650)',\n",
       " '泰达股份(000652)',\n",
       " '金岭矿业(000655)',\n",
       " '金科股份(000656)',\n",
       " '中钨高新(000657)',\n",
       " '珠海中富(000659)',\n",
       " '永安林业(000663)',\n",
       " '湖北广电(000665)',\n",
       " '经纬纺机(000666)',\n",
       " '美好置业(000667)',\n",
       " '荣丰控股(000668)',\n",
       " '金鸿控股(000669)',\n",
       " '上峰水泥(000672)',\n",
       " '当代东方(000673)',\n",
       " '恒天海龙(000677)',\n",
       " '山推股份(000680)',\n",
       " '东方电子(000682)',\n",
       " '中山公用(000685)',\n",
       " '东北证券(000686)',\n",
       " '华讯方舟(000687)',\n",
       " '宝新能源(000690)',\n",
       " '亚太实业(000691)',\n",
       " '滨海能源(000695)',\n",
       " '炼石航空(000697)',\n",
       " '模塑科技(000700)',\n",
       " '厦门信达(000701)',\n",
       " '正虹科技(000702)',\n",
       " '恒逸石化(000703)',\n",
       " '浙江震元(000705)',\n",
       " '恒星科技(002132)',\n",
       " '贝瑞基因(000710)',\n",
       " '京蓝科技(000711)',\n",
       " '丰乐种业(000713)',\n",
       " '黑芝麻(000716)',\n",
       " '苏宁环球(000718)',\n",
       " '中原传媒(000719)',\n",
       " '西安饮食(000721)',\n",
       " '湖南发展(000722)',\n",
       " '冠捷科技(000727)',\n",
       " '罗牛山(000735)',\n",
       " '普利特(002324)',\n",
       " '恒邦股份(002237)',\n",
       " '漳州发展(000753)',\n",
       " '山西路桥(000755)',\n",
       " '新华制药(000756)',\n",
       " '步步高(002251)',\n",
       " '中色股份(000758)',\n",
       " '中百集团(000759)',\n",
       " '大连重工(002204)',\n",
       " '大洋电机(002249)',\n",
       " '西藏矿业(000762)',\n",
       " '通化金马(000766)',\n",
       " '新兴铸管(000778)',\n",
       " '甘咨询(000779)',\n",
       " '长江证券(000783)',\n",
       " '万年青(000789)',\n",
       " '华神科技(000790)',\n",
       " '甘肃电投(000791)',\n",
       " '国统股份(002205)',\n",
       " '华闻集团(000793)',\n",
       " '英洛华(000795)',\n",
       " '中国武夷(000797)',\n",
       " '中水渔业(000798)',\n",
       " '酒鬼酒(000799)',\n",
       " '一汽解放(000800)',\n",
       " '北京文化(000802)',\n",
       " '云铝股份(000807)',\n",
       " '创维数字(000810)',\n",
       " '陕西金叶(000812)',\n",
       " '德展健康(000813)',\n",
       " '美利云(000815)',\n",
       " '太钢不锈(000825)',\n",
       " '豪美新材(002988)',\n",
       " '东莞控股(000828)',\n",
       " '天音控股(000829)',\n",
       " '鲁西化工(000830)',\n",
       " '五矿稀土(000831)',\n",
       " '*ST升达(002259)',\n",
       " '海陆重工(002255)',\n",
       " '泰和新材(002254)',\n",
       " '富通鑫茂(000836)',\n",
       " '南国置业(002305)',\n",
       " '宇顺电子(002289)',\n",
       " '禾盛新材(002290)',\n",
       " '中信国安(000839)',\n",
       " '高鸿股份(000851)',\n",
       " '冀东装备(000856)',\n",
       " '盛视科技(002990)',\n",
       " '国风塑业(000859)',\n",
       " '天润曲轴(002283)',\n",
       " '华昌化工(002274)',\n",
       " '万马股份(002276)',\n",
       " '三湘印象(000863)',\n",
       " '奇正藏药(002287)',\n",
       " '亚太股份(002284)',\n",
       " '天山股份(000877)',\n",
       " '云南铜业(000878)',\n",
       " '潍柴重机(000880)',\n",
       " '中广核技(000881)',\n",
       " '川润股份(002272)',\n",
       " '美邦服饰(002269)',\n",
       " '大东南(002263)',\n",
       " '海南高速(000886)',\n",
       " '理工环科(002322)',\n",
       " '中嘉博创(000889)',\n",
       " '宇新股份(002986)',\n",
       " '法尔胜(000890)',\n",
       " '*ST雅博(002323)',\n",
       " '现代投资(000900)',\n",
       " '航天科技(000901)',\n",
       " '云内动力(000903)',\n",
       " '厦门港务(000905)',\n",
       " '洪涛股份(002325)',\n",
       " '景峰医药(000908)',\n",
       " '数源科技(000909)',\n",
       " '中天精装(002989)',\n",
       " '泸天化(000912)',\n",
       " '钱江摩托(000913)',\n",
       " '华特达因(000915)',\n",
       " '电广传媒(000917)',\n",
       " '中科云网(002306)',\n",
       " '毅昌股份(002420)',\n",
       " '垒知集团(002398)',\n",
       " '力生制药(002393)',\n",
       " '新亚制程(002388)',\n",
       " '天原股份(002386)',\n",
       " '国创高新(002377)',\n",
       " '亚厦股份(002375)',\n",
       " '中锐股份(002374)',\n",
       " '富临运业(002357)',\n",
       " '*ST赫美(002356)',\n",
       " '兴民智通(002355)',\n",
       " '兰州黄河(000929)',\n",
       " '中粮科技(000930)',\n",
       " '中关村(000931)',\n",
       " '赛象科技(002337)',\n",
       " '*ST罗普(002333)',\n",
       " '四川双马(000935)',\n",
       " '新朋股份(002328)',\n",
       " '慈文传媒(002343)',\n",
       " '人人乐(002336)',\n",
       " '南天信息(000948)',\n",
       " '新乡化纤(000949)',\n",
       " '重药控股(000950)',\n",
       " '广济药业(000952)',\n",
       " '华英农业(002321)',\n",
       " '首钢股份(000959)',\n",
       " '百川股份(002455)',\n",
       " '晨鑫科技(002447)',\n",
       " '中南文化(002445)',\n",
       " '龙星化工(002442)',\n",
       " '长江健康(002435)',\n",
       " '金洲管道(002443)',\n",
       " '众业达(002441)',\n",
       " '银泰黄金(000975)',\n",
       " '华铁股份(000976)',\n",
       " '诚志股份(000990)',\n",
       " '*ST尤夫(002427)',\n",
       " '云南锗业(002428)',\n",
       " '贵州百灵(002424)',\n",
       " '中国中期(000996)',\n",
       " '宗申动力(001696)',\n",
       " '豫能控股(001896)',\n",
       " '华邦健康(002004)',\n",
       " '天奇股份(002009)',\n",
       " '金正大(002470)',\n",
       " '凯恩股份(002012)',\n",
       " '世荣兆业(002016)',\n",
       " '东信和平(002017)',\n",
       " '科华生物(002022)',\n",
       " '海特高新(002023)',\n",
       " '*ST科林(002499)',\n",
       " '思源电气(002028)',\n",
       " '华斯股份(002494)',\n",
       " '金固股份(002488)',\n",
       " '大金重工(002487)',\n",
       " '雪松发展(002485)',\n",
       " '旺能环境(002034)',\n",
       " '保利联合(002037)',\n",
       " '圣莱达(002473)',\n",
       " '国光电器(002045)',\n",
       " '同洲电子(002052)',\n",
       " '云南能投(002053)',\n",
       " '德美化工(002054)',\n",
       " '中钢天源(002057)',\n",
       " '*ST威尔(002058)',\n",
       " '浙江交科(002061)',\n",
       " '华峰化学(002064)',\n",
       " '瑞泰科技(002066)',\n",
       " '软控股份(002073)',\n",
       " '*ST利源(002501)',\n",
       " '雪莱特(002076)',\n",
       " '大港股份(002077)',\n",
       " '苏州固锝(002079)',\n",
       " '万邦德(002082)',\n",
       " '孚日股份(002083)',\n",
       " '海鸥住工(002084)',\n",
       " '中化岩土(002542)',\n",
       " '云图控股(002539)',\n",
       " '飞龙股份(002536)',\n",
       " '林州重机(002535)',\n",
       " '国脉科技(002093)',\n",
       " '齐峰新材(002521)',\n",
       " '浔兴股份(002098)',\n",
       " '海源复材(002529)',\n",
       " '浙江众成(002522)',\n",
       " '常铝股份(002160)',\n",
       " '广博股份(002103)',\n",
       " '恒宝股份(002104)',\n",
       " '沃华医药(002107)',\n",
       " '沧州明珠(002108)',\n",
       " '兴化股份(002109)',\n",
       " '三变科技(002112)',\n",
       " 'ST云投(002200)',\n",
       " '罗平锌电(002114)',\n",
       " '紫鑫药业(002118)',\n",
       " '康强电子(002119)',\n",
       " '梦网科技(002123)',\n",
       " '天邦股份(002124)',\n",
       " '南极电商(002127)',\n",
       " '沃尔核材(002130)',\n",
       " '广宇集团(002133)',\n",
       " '天津普林(002134)',\n",
       " '安纳达(002136)',\n",
       " '实益达(002137)',\n",
       " '中核钛白(002145)',\n",
       " '荣盛发展(002146)',\n",
       " '北纬科技(002148)',\n",
       " '西部材料(002149)',\n",
       " '通润装备(002150)',\n",
       " '湖南黄金(002155)',\n",
       " '三特索道(002159)',\n",
       " '远望谷(002161)',\n",
       " '悦心健康(002162)',\n",
       " '莱茵生物(002166)',\n",
       " '东方锆业(002167)',\n",
       " '惠程科技(002168)',\n",
       " '芭田股份(002170)',\n",
       " '澳洋健康(002172)',\n",
       " '创新医疗(002173)',\n",
       " '游族网络(002174)',\n",
       " '如意集团(002193)',\n",
       " '嘉应制药(002198)',\n",
       " '江特电机(002176)',\n",
       " '御银股份(002177)',\n",
       " '甘源食品(002991)',\n",
       " '延华智能(002178)',\n",
       " '宝明科技(002992)',\n",
       " '云海金属(002182)',\n",
       " '怡亚通(002183)',\n",
       " '海得控制(002184)',\n",
       " '全聚德(002186)',\n",
       " '报喜鸟(002154)',\n",
       " '成飞集成(002190)',\n",
       " '融捷股份(002192)',\n",
       " '天地在线(002995)',\n",
       " 'ST新光(002147)',\n",
       " '方正电机(002196)',\n",
       " '证通电子(002197)',\n",
       " '东晶电子(002199)',\n",
       " '九鼎新材(002201)',\n",
       " '合肥城建(002208)',\n",
       " '宏达新材(002211)',\n",
       " '天融信(002212)',\n",
       " '大为股份(002213)',\n",
       " '拓日新能(002218)',\n",
       " '恒康医疗(002219)',\n",
       " '东华能源(002221)',\n",
       " '三力士(002224)',\n",
       " '濮耐股份(002225)',\n",
       " '江南化工(002226)',\n",
       " '奥特迅(002227)',\n",
       " '合兴包装(002228)',\n",
       " '鸿博股份(002229)',\n",
       " '奥维通信(002231)',\n",
       " '启明信息(002232)',\n",
       " '民和股份(002234)',\n",
       " '安妮股份(002235)',\n",
       " '奥特佳(002239)',\n",
       " '盛新锂能(002240)',\n",
       " '奥海科技(002993)',\n",
       " '力合科创(002243)',\n",
       " '蔚蓝锂芯(002245)',\n",
       " '北化股份(002246)',\n",
       " '聚力文化(002247)',\n",
       " '华东数控(002248)',\n",
       " '联化科技(002250)',\n",
       " '兆新股份(002256)',\n",
       " '拓维信息(002261)',\n",
       " '恩华药业(002262)',\n",
       " '新华都(002264)',\n",
       " '西仪股份(002265)',\n",
       " '浙富控股(002266)',\n",
       " '陕天然气(002267)',\n",
       " '华明装备(002270)',\n",
       " '博杰股份(002975)',\n",
       " '神开股份(002278)',\n",
       " '联络互动(002280)',\n",
       " '博深股份(002282)',\n",
       " '保龄宝(002286)',\n",
       " '超华科技(002288)',\n",
       " '星期六(002291)',\n",
       " '奥飞娱乐(002292)',\n",
       " '精艺股份(002295)',\n",
       " '辉煌科技(002296)',\n",
       " '博云新材(002297)',\n",
       " '中电兴发(002298)',\n",
       " '美盈森(002303)',\n",
       " '威创股份(002308)',\n",
       " '中利集团(002309)',\n",
       " '东方园林(002310)',\n",
       " '川发龙蟒(002312)',\n",
       " '日海智能(002313)',\n",
       " '南山控股(002314)',\n",
       " '亚联发展(002316)',\n",
       " '众生药业(002317)',\n",
       " '久立特材(002318)',\n",
       " '乐通股份(002319)',\n",
       " '海峡股份(002320)',\n",
       " '永太科技(002326)',\n",
       " '皇氏集团(002329)',\n",
       " '得利斯(002330)',\n",
       " '仙琚制药(002332)',\n",
       " '英威腾(002334)',\n",
       " '科华数据(002335)',\n",
       " '顺博合金(002996)',\n",
       " '奥普光电(002338)',\n",
       " '积成电子(002339)',\n",
       " '新纶新材(002341)',\n",
       " '巨力索具(002342)',\n",
       " '潮宏基(002345)',\n",
       " '柘中股份(002346)',\n",
       " '泰尔股份(002347)',\n",
       " '高乐股份(002348)',\n",
       " '精华制药(002349)',\n",
       " '北京科锐(002350)',\n",
       " '天神娱乐(002354)',\n",
       " '森源电气(002358)',\n",
       " '瑞鹄模具(002997)',\n",
       " '同德化工(002360)',\n",
       " '天禾股份(002999)',\n",
       " '神剑股份(002361)',\n",
       " '汉王科技(002362)',\n",
       " '隆基机械(002363)',\n",
       " '中恒电气(002364)',\n",
       " '台海核电(002366)',\n",
       " '卓翼科技(002369)',\n",
       " '亚太药业(002370)',\n",
       " '章源钨业(002378)',\n",
       " '宏创控股(002379)',\n",
       " '科远智慧(002380)',\n",
       " '双箭股份(002381)',\n",
       " '大北农(002385)',\n",
       " '维信诺(002387)',\n",
       " '航天彩虹(002389)',\n",
       " '信邦制药(002390)',\n",
       " '长青股份(002391)',\n",
       " '北京利尔(002392)',\n",
       " '双象股份(002395)',\n",
       " '梦洁股份(002397)',\n",
       " '海普瑞(002399)',\n",
       " '省广集团(002400)',\n",
       " '中远海科(002401)',\n",
       " '和而泰(002402)',\n",
       " '爱仕达(002403)',\n",
       " '远东传动(002406)',\n",
       " '多氟多(002407)',\n",
       " '齐翔腾达(002408)',\n",
       " '雅克科技(002409)',\n",
       " '广联达(002410)',\n",
       " '森麒麟(002984)',\n",
       " '延安必康(002411)',\n",
       " '汉森制药(002412)',\n",
       " '劲仔食品(003000)',\n",
       " '雷科防务(002413)',\n",
       " '爱施德(002416)',\n",
       " '深南股份(002417)',\n",
       " '康盛股份(002418)',\n",
       " '胜利精密(002426)',\n",
       " '兆驰股份(002429)',\n",
       " '杭氧股份(002430)',\n",
       " '棕榈股份(002431)',\n",
       " '太安堂(002433)',\n",
       " '誉衡药业(002437)',\n",
       " '江苏神通(002438)',\n",
       " '红宝丽(002165)',\n",
       " '盛路通信(002446)',\n",
       " '中原内配(002448)',\n",
       " '摩恩电气(002451)',\n",
       " '长高集团(002452)',\n",
       " '华软科技(002453)',\n",
       " '松芝股份(002454)',\n",
       " '青龙管业(002457)',\n",
       " '晶澳科技(002459)',\n",
       " '众应互联(002464)',\n",
       " '天齐锂业(002466)',\n",
       " '二六三(002467)',\n",
       " '三维化学(002469)',\n",
       " '中超控股(002471)',\n",
       " '双环传动(002472)',\n",
       " '榕基软件(002474)',\n",
       " '宝莫股份(002476)',\n",
       " '常宝股份(002478)',\n",
       " '新筑股份(002480)',\n",
       " '双塔食品(002481)',\n",
       " '润邦股份(002483)',\n",
       " '嘉麟杰(002486)',\n",
       " '浙江永强(002489)',\n",
       " '山东墨龙(002490)',\n",
       " '通鼎互联(002491)',\n",
       " '恒基达鑫(002492)',\n",
       " '荣盛石化(002493)',\n",
       " '佳隆股份(002495)',\n",
       " '辉丰股份(002496)',\n",
       " '雅化集团(002497)',\n",
       " '汉缆股份(002498)',\n",
       " '鼎龙文化(002502)',\n",
       " '搜于特(002503)',\n",
       " '弘高创意(002504)',\n",
       " '鹏都农牧(002505)',\n",
       " '协鑫集成(002506)',\n",
       " '广电计量(002967)',\n",
       " '达华智能(002512)',\n",
       " '蓝丰生化(002513)',\n",
       " '宝馨科技(002514)',\n",
       " '金字火腿(002515)',\n",
       " '恺英网络(002517)',\n",
       " '银河电子(002519)',\n",
       " '日发精机(002520)',\n",
       " '天桥起重(002523)',\n",
       " '光正眼科(002524)',\n",
       " '山东矿机(002526)',\n",
       " '新时达(002527)',\n",
       " '英飞拓(002528)',\n",
       " '金财互联(002530)',\n",
       " '天山铝业(002532)',\n",
       " '司尔特(002538)',\n",
       " '优彩资源(002998)',\n",
       " '中天火箭(003009)',\n",
       " '亚太科技(002540)',\n",
       " '鸿路钢构(002541)',\n",
       " '杰赛科技(002544)',\n",
       " '东方铁塔(002545)',\n",
       " '金新农(002548)',\n",
       " '千红制药(002550)',\n",
       " '尚荣医疗(002551)',\n",
       " '宝鼎科技(002552)',\n",
       " '南方轴承(002553)',\n",
       " '惠博普(002554)',\n",
       " '直真科技(003007)',\n",
       " '兄弟科技(002562)',\n",
       " '天沃科技(002564)',\n",
       " '开普检测(003008)',\n",
       " '壶化股份(003002)',\n",
       " '群兴玩具(002575)',\n",
       " '通达动力(002576)',\n",
       " '雷柏科技(002577)',\n",
       " '未名医药(002581)',\n",
       " '西陇科学(002584)',\n",
       " '双星新材(002585)',\n",
       " '奥拓电子(002587)',\n",
       " '竞业达(003005)',\n",
       " '恒大高新(002591)',\n",
       " 'ST八菱(002592)',\n",
       " '海南瑞泽(002596)',\n",
       " '天元股份(003003)',\n",
       " '宁波东力(002164)',\n",
       " '姚记科技(002605)',\n",
       " '爱康科技(002610)',\n",
       " '哈尔斯(002615)',\n",
       " '长青集团(002616)',\n",
       " '露笑科技(002617)',\n",
       " '丹邦科技(002618)',\n",
       " '艾格拉斯(002619)',\n",
       " '融钰集团(002622)',\n",
       " '亚玛顿(002623)',\n",
       " '百亚股份(003006)',\n",
       " '完美世界(002624)',\n",
       " '光启技术(002625)',\n",
       " '三峡旅游(002627)',\n",
       " '华西能源(002630)',\n",
       " '德尔未来(002631)',\n",
       " '棒杰股份(002634)',\n",
       " '金安国纪(002636)',\n",
       " '赞宇科技(002637)',\n",
       " '勤上股份(002638)',\n",
       " '雪人股份(002639)',\n",
       " '永高股份(002641)',\n",
       " '佛慈制药(002644)',\n",
       " '加加食品(002650)',\n",
       " '利君股份(002651)',\n",
       " '扬子新材(002652)',\n",
       " '海思科(002653)',\n",
       " '万润科技(002654)',\n",
       " '摩登大道(002656)',\n",
       " '雪迪龙(002658)',\n",
       " '凯文教育(002659)',\n",
       " '茂硕电源(002660)',\n",
       " '京威股份(002662)',\n",
       " '普邦股份(002663)',\n",
       " '长鹰信质(002664)',\n",
       " '首航高科(002665)',\n",
       " '康达新材(002669)',\n",
       " '国盛金控(002670)',\n",
       " '兴业科技(002674)',\n",
       " '顺威股份(002676)',\n",
       " '珠江钢琴(002678)',\n",
       " '福建金森(002679)',\n",
       " '海南发展(002163)',\n",
       " '华东重机(002685)',\n",
       " '金河生物(002688)',\n",
       " '远大智能(002689)',\n",
       " '双成药业(002693)',\n",
       " '煌上煌(002695)',\n",
       " '博实股份(002698)',\n",
       " '新疆浩源(002700)',\n",
       " '海欣食品(002702)',\n",
       " '浙江世宝(002703)',\n",
       " '光洋股份(002708)',\n",
       " '天赐材料(002709)',\n",
       " 'ST准油(002207)',\n",
       " '思美传媒(002712)',\n",
       " '东易日盛(002713)',\n",
       " '登云股份(002715)',\n",
       " '岭南股份(002717)',\n",
       " '麦趣尔(002719)',\n",
       " '金一文化(002721)',\n",
       " '金轮股份(002722)',\n",
       " '金莱特(002723)',\n",
       " '海洋王(002724)',\n",
       " '跃岭股份(002725)',\n",
       " '特一药业(002728)',\n",
       " '好利科技(002729)',\n",
       " '电光科技(002730)',\n",
       " '燕塘乳业(002732)',\n",
       " '利民股份(002734)',\n",
       " '王子新材(002735)',\n",
       " '国信证券(002736)',\n",
       " '葵花药业(002737)',\n",
       " '中矿资源(002738)',\n",
       " '若羽臣(003010)',\n",
       " '三圣股份(002742)',\n",
       " '世龙实业(002748)',\n",
       " '龙津药业(002750)',\n",
       " '易尚展示(002751)',\n",
       " '永东股份(002753)',\n",
       " '奥赛康(002755)',\n",
       " '永兴材料(002756)',\n",
       " '浙农股份(002758)',\n",
       " '天际股份(002759)',\n",
       " '凤形股份(002760)',\n",
       " '浙江建投(002761)',\n",
       " '汇洁股份(002763)',\n",
       " '蓝黛科技(002765)',\n",
       " '先锋电子(002767)',\n",
       " '普路通(002769)',\n",
       " '科迪乳业(002770)',\n",
       " '真视通(002771)',\n",
       " '众兴菌业(002772)',\n",
       " '中晟高科(002778)',\n",
       " '三夫户外(002780)',\n",
       " '奇信股份(002781)',\n",
       " '可立克(002782)',\n",
       " '凯龙股份(002783)',\n",
       " '万里石(002785)',\n",
       " '银宝山新(002786)',\n",
       " '华源控股(002787)',\n",
       " '凯美特气(002549)',\n",
       " '辉隆股份(002556)',\n",
       " '通达股份(002560)',\n",
       " '益盛药业(002566)',\n",
       " 'ST步森(002569)',\n",
       " '德力股份(002571)',\n",
       " '明牌珠宝(002574)',\n",
       " '闽发铝业(002578)',\n",
       " '圣阳股份(002580)',\n",
       " 'ST围海(002586)',\n",
       " '史丹利(002588)',\n",
       " '万安科技(002590)',\n",
       " '日上集团(002593)',\n",
       " '金禾实业(002597)',\n",
       " '山东章鼓(002598)',\n",
       " '盛通股份(002599)',\n",
       " '大连电瓷(002606)',\n",
       " '东方精工(002611)',\n",
       " '朗姿股份(002612)',\n",
       " '北玻股份(002613)',\n",
       " '瑞和股份(002620)',\n",
       " '美吉姆(002621)',\n",
       " '*ST仁智(002629)',\n",
       " '申科股份(002633)',\n",
       " '荣联科技(002642)',\n",
       " '鞍重股份(002667)',\n",
       " '龙泉股份(002671)',\n",
       " '龙洲股份(002682)',\n",
       " '宏大爆破(002683)',\n",
       " '*ST猛狮(002684)',\n",
       " '亿利达(002686)',\n",
       " '乔治白(002687)',\n",
       " '冀凯股份(002691)',\n",
       " 'ST远程(002692)',\n",
       " '顾地科技(002694)',\n",
       " '美盛文化(002699)',\n",
       " '金贵银业(002716)',\n",
       " '萃华珠宝(002731)',\n",
       " '爱迪尔(002740)',\n",
       " '国光股份(002749)',\n",
       " '昇兴股份(002752)',\n",
       " 'ST索菱(002766)',\n",
       " '柏堡龙(002776)',\n",
       " '中坚科技(002779)',\n",
       " '金时科技(002951)',\n",
       " '日丰股份(002953)',\n",
       " '豪尔赛(002963)',\n",
       " '祥鑫科技(002965)',\n",
       " '新大正(002968)',\n",
       " '嘉美包装(002969)',\n",
       " '锐明技术(002970)',\n",
       " '和远气体(002971)',\n",
       " '科安达(002972)',\n",
       " '侨银股份(002973)',\n",
       " '瑞玛工业(002976)',\n",
       " '天箭科技(002977)',\n",
       " '安宁股份(002978)',\n",
       " '雷赛智能(002979)',\n",
       " '华盛昌(002980)',\n",
       " '朝阳科技(002981)',\n",
       " '湘佳股份(002982)',\n",
       " '芯瑞达(002983)',\n",
       " '北摩高科(002985)',\n",
       " '京北方(002987)',\n",
       " '瑞尔特(002790)',\n",
       " '建艺集团(002789)',\n",
       " '通宇通讯(002792)',\n",
       " '坚朗五金(002791)',\n",
       " '罗欣药业(002793)',\n",
       " '永和智控(002795)',\n",
       " '世嘉科技(002796)',\n",
       " '第一创业(002797)',\n",
       " '天顺股份(002800)',\n",
       " '环球印务(002799)',\n",
       " '微光股份(002801)',\n",
       " '洪汇新材(002802)',\n",
       " '丰元股份(002805)',\n",
       " '吉宏股份(002803)',\n",
       " '华锋股份(002806)',\n",
       " '黑猫股份(002068)',\n",
       " '宏润建设(002062)',\n",
       " '景兴纸业(002067)',\n",
       " '恒久科技(002808)',\n",
       " '红墙股份(002809)',\n",
       " '山东赫达(002810)',\n",
       " '世纪华通(002602)',\n",
       " '江阴银行(002807)',\n",
       " '郑中设计(002811)',\n",
       " '沙钢股份(002075)',\n",
       " '*ST凯瑞(002072)',\n",
       " '路畅科技(002813)',\n",
       " '和科达(002816)',\n",
       " '黄山胶囊(002817)',\n",
       " '獐子岛(002069)',\n",
       " '东方中科(002819)',\n",
       " '桂发祥(002820)',\n",
       " '凯中精密(002823)',\n",
       " '纳尔股份(002825)',\n",
       " '中装建设(002822)',\n",
       " '*ST新海(002089)',\n",
       " '贝肯能源(002828)',\n",
       " '易明医药(002826)',\n",
       " '高争民爆(002827)',\n",
       " '鲁阳节能(002088)',\n",
       " '新野纺织(002087)',\n",
       " '星网宇达(002829)',\n",
       " '名雕股份(002830)',\n",
       " '裕同科技(002831)',\n",
       " 'ST东海洋(002086)',\n",
       " '太阳纸业(002078)',\n",
       " '同为股份(002835)',\n",
       " '弘亚数控(002833)',\n",
       " '新宏泽(002836)',\n",
       " '英维克(002837)',\n",
       " '道恩股份(002838)',\n",
       " '和胜股份(002824)',\n",
       " '翔鹭钨业(002842)',\n",
       " '泰嘉股份(002843)',\n",
       " '张家港行(002839)',\n",
       " '天康生物(002100)',\n",
       " '同兴达(002845)',\n",
       " '英联股份(002846)',\n",
       " '高斯贝尔(002848)',\n",
       " 'ST冠福(002102)',\n",
       " '威星智能(002849)',\n",
       " '绿康生化(002868)',\n",
       " '快意电梯(002774)',\n",
       " '华统股份(002840)',\n",
       " '力盛赛车(002858)',\n",
       " '科达利(002850)',\n",
       " '三晖电气(002857)',\n",
       " '信隆健康(002105)',\n",
       " '捷荣技术(002855)',\n",
       " '美芝股份(002856)',\n",
       " 'ST天润(002113)',\n",
       " '皮阿诺(002853)',\n",
       " '今飞凯达(002863)',\n",
       " '钧达股份(002865)',\n",
       " '传艺科技(002866)',\n",
       " '瀛通通讯(002861)',\n",
       " '星帅尔(002860)',\n",
       " '实丰文化(002862)',\n",
       " '洁美科技(002859)',\n",
       " '招商蛇口(001979)',\n",
       " '*ST天马(002122)',\n",
       " '利欧股份(002131)',\n",
       " '伟隆股份(002871)',\n",
       " '露天煤业(002128)',\n",
       " '香山股份(002870)',\n",
       " '天圣制药(002872)',\n",
       " '新天药业(002873)',\n",
       " '三利谱(002876)',\n",
       " '安奈儿(002875)',\n",
       " '智能自控(002877)',\n",
       " '元隆雅图(002878)',\n",
       " ...]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_name_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4a84c4a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['海象新材003011.sz.csv',\n",
       " '中岩大地003001.sz.csv',\n",
       " '东鹏控股003012.sz.csv',\n",
       " '日久光电003015.sz.csv',\n",
       " '地铁设计003013.sz.csv',\n",
       " '大洋生物003017.sz.csv',\n",
       " '欣贺股份003016.sz.csv',\n",
       " '金富科技003018.sz.csv',\n",
       " '宸展光电003019.sz.csv',\n",
       " '声迅股份003004.sz.csv',\n",
       " '兆威机电003021.sz.csv',\n",
       " 'ST德豪002005.sz.csv',\n",
       " '依依股份001206.sz.csv',\n",
       " '联泓新科003022.sz.csv',\n",
       " '彩虹集团003023.sz.csv',\n",
       " '思进智能003025.sz.csv',\n",
       " '立方制药003020.sz.csv',\n",
       " '中晶科技003026.sz.csv',\n",
       " '同兴环保003027.sz.csv',\n",
       " '英特集团000411.sz.csv',\n",
       " '吉大正元003029.sz.csv',\n",
       " '胜利股份000407.sz.csv',\n",
       " '藏格控股000408.sz.csv',\n",
       " '云鼎科技000409.sz.csv',\n",
       " '*ST沈机000410.sz.csv',\n",
       " '长虹华意000404.sz.csv',\n",
       " '派林生物000403.sz.csv',\n",
       " '常山北明000158.sz.csv',\n",
       " '振邦智能003028.sz.csv',\n",
       " '丰原药业000153.sz.csv',\n",
       " '广聚能源000096.sz.csv',\n",
       " '皇庭国际000056.sz.csv',\n",
       " '京基智农000048.sz.csv',\n",
       " '中洲控股000042.sz.csv',\n",
       " '富奥股份000030.sz.csv',\n",
       " '美丽生态000010.sz.csv',\n",
       " '世纪星源000005.sz.csv',\n",
       " '国华网安000004.sz.csv',\n",
       " '东北制药000597.sz.csv',\n",
       " '宝塔实业000595.sz.csv',\n",
       " '金洲慈航000587.sz.csv',\n",
       " 'ST东电000585.sz.csv',\n",
       " '海马汽车000572.sz.csv',\n",
       " '*ST大洲000571.sz.csv',\n",
       " '苏常柴A000570.sz.csv',\n",
       " '海德股份000567.sz.csv',\n",
       " '供销大集000564.sz.csv',\n",
       " '泰山石油000554.sz.csv',\n",
       " '靖远煤电000552.sz.csv',\n",
       " '金圆股份000546.sz.csv',\n",
       " '金浦钛业000545.sz.csv',\n",
       " '万泽股份000534.sz.csv',\n",
       " '长航凤凰000520.sz.csv',\n",
       " '*ST华塑000509.sz.csv',\n",
       " '*ST生物000504.sz.csv',\n",
       " '绿景控股000502.sz.csv',\n",
       " '兴业矿业000426.sz.csv',\n",
       " '华天酒店000428.sz.csv',\n",
       " '湖北宜化000422.sz.csv',\n",
       " '通程控股000419.sz.csv',\n",
       " '吉林化纤000420.sz.csv',\n",
       " '合肥百货000417.sz.csv',\n",
       " '中瓷电子003031.sz.csv',\n",
       " '万方发展000638.sz.csv',\n",
       " '*ST盈方000670.sz.csv',\n",
       " '远兴能源000683.sz.csv',\n",
       " '襄阳轴承000678.sz.csv',\n",
       " '大连友谊000679.sz.csv',\n",
       " '祖名股份003030.sz.csv',\n",
       " '海螺型材000619.sz.csv',\n",
       " '英力特000635.sz.csv',\n",
       " '三木集团000632.sz.csv',\n",
       " '合金投资000633.sz.csv',\n",
       " '铜陵有色000630.sz.csv',\n",
       " '征和工业003033.sz.csv',\n",
       " '传智教育003032.sz.csv',\n",
       " 'ST天首000611.sz.csv',\n",
       " '中迪投资000609.sz.csv',\n",
       " '南网能源003035.sz.csv',\n",
       " '渤海股份000605.sz.csv',\n",
       " '韶能股份000601.sz.csv',\n",
       " '建投能源000600.sz.csv',\n",
       " '惠天热电000692.sz.csv',\n",
       " '国城矿业000688.sz.csv',\n",
       " '沈阳化工000698.sz.csv',\n",
       " '锦龙股份000712.sz.csv',\n",
       " '河钢股份000709.sz.csv',\n",
       " 'ST双环000707.sz.csv',\n",
       " '*ST巴士002188.sz.csv',\n",
       " '*ST东网002175.sz.csv',\n",
       " '楚江新材002171.sz.csv',\n",
       " '中兴商业000715.sz.csv',\n",
       " '泰坦股份003036.sz.csv',\n",
       " '四川美丰000731.sz.csv',\n",
       " '新能泰山000720.sz.csv',\n",
       " '三和管桩003037.sz.csv',\n",
       " '韶钢松山000717.sz.csv',\n",
       " '锌业股份000751.sz.csv',\n",
       " '*ST西发000752.sz.csv',\n",
       " '鑫铂股份003038.sz.csv',\n",
       " '普洛药业000739.sz.csv',\n",
       " '中交地产000736.sz.csv',\n",
       " '南风化工000737.sz.csv',\n",
       " '盐湖股份000792.sz.csv',\n",
       " '北新建材000786.sz.csv',\n",
       " '四川九洲000801.sz.csv',\n",
       " '平庄能源000780.sz.csv',\n",
       " '美达股份000782.sz.csv',\n",
       " '晋控电力000767.sz.csv',\n",
       " '本钢板材000761.sz.csv',\n",
       " '浩物股份000757.sz.csv',\n",
       " '秦川机床000837.sz.csv',\n",
       " '财信发展000838.sz.csv',\n",
       " '粤桂股份000833.sz.csv',\n",
       " '长城动漫000835.sz.csv',\n",
       " '山东海化000822.sz.csv',\n",
       " '*ST节能000820.sz.csv',\n",
       " '京山轻机000821.sz.csv',\n",
       " '岳阳兴长000819.sz.csv',\n",
       " '顺控发展003039.sz.csv',\n",
       " '航锦科技000818.sz.csv',\n",
       " '智慧农业000816.sz.csv',\n",
       " '铁岭新城000809.sz.csv',\n",
       " 'ST银河000806.sz.csv',\n",
       " '北清环能000803.sz.csv',\n",
       " '楚天龙003040.sz.csv',\n",
       " '真爱美家003041.sz.csv',\n",
       " '中农联合003042.sz.csv',\n",
       " '华亚智能003043.sz.csv',\n",
       " '华茂股份000850.sz.csv',\n",
       " '海印股份000861.sz.csv',\n",
       " '石化机械000852.sz.csv',\n",
       " '中鼎股份000887.sz.csv',\n",
       " '湖北能源000883.sz.csv',\n",
       " '城发环境000885.sz.csv',\n",
       " '华联股份000882.sz.csv',\n",
       " '吉电股份000875.sz.csv',\n",
       " '安凯客车000868.sz.csv',\n",
       " '银星能源000862.sz.csv',\n",
       " '南方汇通000920.sz.csv',\n",
       " '金陵药业000919.sz.csv',\n",
       " '嘉凯城000918.sz.csv',\n",
       " '南宁糖业000911.sz.csv',\n",
       " '浙商中拓000906.sz.csv',\n",
       " '赣能股份000899.sz.csv',\n",
       " '*ST津滨000897.sz.csv',\n",
       " '欢瑞世纪000892.sz.csv',\n",
       " '鞍钢股份000898.sz.csv',\n",
       " '亚钾国际000893.sz.csv',\n",
       " '中钢国际000928.sz.csv',\n",
       " '中国铁物000927.sz.csv',\n",
       " '众合科技000925.sz.csv',\n",
       " '河钢资源000923.sz.csv',\n",
       " '福星股份000926.sz.csv',\n",
       " '佳电股份000922.sz.csv',\n",
       " '冀中能源000937.sz.csv',\n",
       " '神火股份000933.sz.csv',\n",
       " '华菱钢铁000932.sz.csv',\n",
       " '锡业股份000960.sz.csv',\n",
       " '东方能源000958.sz.csv',\n",
       " '河化股份000953.sz.csv',\n",
       " '东方钽业000962.sz.csv',\n",
       " '东瑞股份001201.sz.csv',\n",
       " '炬申股份001202.sz.csv',\n",
       " '欣龙控股000955.sz.csv',\n",
       " '长源电力000966.sz.csv',\n",
       " '天保基建000965.sz.csv',\n",
       " '大庆华科000985.sz.csv',\n",
       " '山西焦煤000983.sz.csv',\n",
       " '中银绒业000982.sz.csv',\n",
       " '众泰汽车000980.sz.csv',\n",
       " 'ST银亿000981.sz.csv',\n",
       " '佛塑科技000973.sz.csv',\n",
       " 'ST中基000972.sz.csv',\n",
       " '*ST高升000971.sz.csv',\n",
       " '蓝焰控股000968.sz.csv',\n",
       " '皇台酒业000995.sz.csv',\n",
       " '新大陆000997.sz.csv',\n",
       " '大中矿业001203.sz.csv',\n",
       " '盛航股份001205.sz.csv',\n",
       " '招商积余001914.sz.csv',\n",
       " '山东威达002026.sz.csv',\n",
       " '*ST中捷002021.sz.csv',\n",
       " '协鑫能科002015.sz.csv',\n",
       " '盾安环境002011.sz.csv',\n",
       " '精功科技002006.sz.csv',\n",
       " '七匹狼002029.sz.csv',\n",
       " '巨轮智能002031.sz.csv',\n",
       " '宁波华翔002048.sz.csv',\n",
       " '宝鹰股份002047.sz.csv',\n",
       " '国机精工002046.sz.csv',\n",
       " '黔源电力002039.sz.csv',\n",
       " '深振业A000006.sz.csv',\n",
       " '全新好000007.sz.csv',\n",
       " '神州高铁000008.sz.csv',\n",
       " '中国宝安000009.sz.csv',\n",
       " '深物业A000011.sz.csv',\n",
       " '深中华A000017.sz.csv',\n",
       " '深天地A000023.sz.csv',\n",
       " '特力A000025.sz.csv',\n",
       " '国药一致000028.sz.csv',\n",
       " '深深房A000029.sz.csv',\n",
       " '华联控股000036.sz.csv',\n",
       " '深大通000038.sz.csv',\n",
       " '深纺织A000045.sz.csv',\n",
       " '深天马A000050.sz.csv',\n",
       " '方大集团000055.sz.csv',\n",
       " '深赛格000058.sz.csv',\n",
       " '华锦股份000059.sz.csv',\n",
       " '农产品000061.sz.csv',\n",
       " '华控赛格000068.sz.csv',\n",
       " '海王生物000078.sz.csv',\n",
       " '达意隆002209.sz.csv',\n",
       " '宜华健康000150.sz.csv',\n",
       " '中成股份000151.sz.csv',\n",
       " '川能动力000155.sz.csv',\n",
       " '东方盛虹000301.sz.csv',\n",
       " '金融街000402.sz.csv',\n",
       " '东旭光电000413.sz.csv',\n",
       " '渤海租赁000415.sz.csv',\n",
       " '民生控股000416.sz.csv',\n",
       " '*ST飞马002210.sz.csv',\n",
       " '南京公用000421.sz.csv',\n",
       " '张家界000430.sz.csv',\n",
       " '山东路桥000498.sz.csv',\n",
       " '鄂武商A000501.sz.csv',\n",
       " '国新健康000503.sz.csv',\n",
       " '京粮控股000505.sz.csv',\n",
       " '中润资源000506.sz.csv',\n",
       " '珠海港000507.sz.csv',\n",
       " '新金路000510.sz.csv',\n",
       " '渝开发000514.sz.csv',\n",
       " '荣安地产000517.sz.csv',\n",
       " '四环生物000518.sz.csv',\n",
       " '广州浪奇000523.sz.csv',\n",
       " '红太阳000525.sz.csv',\n",
       " '学大教育000526.sz.csv',\n",
       " '广弘控股000529.sz.csv',\n",
       " '冰山冷热000530.sz.csv',\n",
       " '穗恒运A000531.sz.csv',\n",
       " '华金资本000532.sz.csv',\n",
       " '顺钠股份000533.sz.csv',\n",
       " '华映科技000536.sz.csv',\n",
       " '广宇发展000537.sz.csv',\n",
       " '中天金融000540.sz.csv',\n",
       " '皖能电力000543.sz.csv',\n",
       " '中原环保000544.sz.csv',\n",
       " '湖南投资000548.sz.csv',\n",
       " '创元科技000551.sz.csv',\n",
       " '西部创业000557.sz.csv',\n",
       " '渝三峡A000565.sz.csv',\n",
       " '海南海药000566.sz.csv',\n",
       " '粤宏远A000573.sz.csv',\n",
       " '甘化科工000576.sz.csv',\n",
       " '汇源通信000586.sz.csv',\n",
       " '贵州轮胎000589.sz.csv',\n",
       " '启迪古汉000590.sz.csv',\n",
       " '太阳能000591.sz.csv',\n",
       " '平潭发展000592.sz.csv',\n",
       " '大通燃气000593.sz.csv',\n",
       " '兴蓉环境000598.sz.csv',\n",
       " '青岛双星000599.sz.csv',\n",
       " '华媒控股000607.sz.csv',\n",
       " '阳光股份000608.sz.csv',\n",
       " '西安旅游000610.sz.csv',\n",
       " '焦作万方000612.sz.csv',\n",
       " '大东海A000613.sz.csv',\n",
       " '奥园美谷000615.sz.csv',\n",
       " '海航投资000616.sz.csv',\n",
       " '新华联000620.sz.csv',\n",
       " '恒立实业000622.sz.csv',\n",
       " '吉林敖东000623.sz.csv',\n",
       " '远大控股000626.sz.csv',\n",
       " '高新发展000628.sz.csv',\n",
       " '攀钢钒钛000629.sz.csv',\n",
       " '顺发恒业000631.sz.csv',\n",
       " '茂化实华000637.sz.csv',\n",
       " '西王食品000639.sz.csv',\n",
       " '仁和药业000650.sz.csv',\n",
       " '泰达股份000652.sz.csv',\n",
       " '金岭矿业000655.sz.csv',\n",
       " '金科股份000656.sz.csv',\n",
       " '中钨高新000657.sz.csv',\n",
       " '珠海中富000659.sz.csv',\n",
       " '永安林业000663.sz.csv',\n",
       " '湖北广电000665.sz.csv',\n",
       " '经纬纺机000666.sz.csv',\n",
       " '美好置业000667.sz.csv',\n",
       " '荣丰控股000668.sz.csv',\n",
       " '金鸿控股000669.sz.csv',\n",
       " '上峰水泥000672.sz.csv',\n",
       " '当代东方000673.sz.csv',\n",
       " '恒天海龙000677.sz.csv',\n",
       " '山推股份000680.sz.csv',\n",
       " '东方电子000682.sz.csv',\n",
       " '中山公用000685.sz.csv',\n",
       " '东北证券000686.sz.csv',\n",
       " '华讯方舟000687.sz.csv',\n",
       " '宝新能源000690.sz.csv',\n",
       " '亚太实业000691.sz.csv',\n",
       " '滨海能源000695.sz.csv',\n",
       " '炼石航空000697.sz.csv',\n",
       " '模塑科技000700.sz.csv',\n",
       " '厦门信达000701.sz.csv',\n",
       " '正虹科技000702.sz.csv',\n",
       " '恒逸石化000703.sz.csv',\n",
       " '浙江震元000705.sz.csv',\n",
       " '恒星科技002132.sz.csv',\n",
       " '贝瑞基因000710.sz.csv',\n",
       " '京蓝科技000711.sz.csv',\n",
       " '丰乐种业000713.sz.csv',\n",
       " '黑芝麻000716.sz.csv',\n",
       " '苏宁环球000718.sz.csv',\n",
       " '中原传媒000719.sz.csv',\n",
       " '西安饮食000721.sz.csv',\n",
       " '湖南发展000722.sz.csv',\n",
       " '冠捷科技000727.sz.csv',\n",
       " '罗牛山000735.sz.csv',\n",
       " '普利特002324.sz.csv',\n",
       " '恒邦股份002237.sz.csv',\n",
       " '漳州发展000753.sz.csv',\n",
       " '山西路桥000755.sz.csv',\n",
       " '新华制药000756.sz.csv',\n",
       " '步步高002251.sz.csv',\n",
       " '中色股份000758.sz.csv',\n",
       " '中百集团000759.sz.csv',\n",
       " '大连重工002204.sz.csv',\n",
       " '大洋电机002249.sz.csv',\n",
       " '西藏矿业000762.sz.csv',\n",
       " '通化金马000766.sz.csv',\n",
       " '新兴铸管000778.sz.csv',\n",
       " '甘咨询000779.sz.csv',\n",
       " '长江证券000783.sz.csv',\n",
       " '万年青000789.sz.csv',\n",
       " '华神科技000790.sz.csv',\n",
       " '甘肃电投000791.sz.csv',\n",
       " '国统股份002205.sz.csv',\n",
       " '华闻集团000793.sz.csv',\n",
       " '英洛华000795.sz.csv',\n",
       " '中国武夷000797.sz.csv',\n",
       " '中水渔业000798.sz.csv',\n",
       " '酒鬼酒000799.sz.csv',\n",
       " '一汽解放000800.sz.csv',\n",
       " '北京文化000802.sz.csv',\n",
       " '云铝股份000807.sz.csv',\n",
       " '创维数字000810.sz.csv',\n",
       " '陕西金叶000812.sz.csv',\n",
       " '德展健康000813.sz.csv',\n",
       " '美利云000815.sz.csv',\n",
       " '太钢不锈000825.sz.csv',\n",
       " '豪美新材002988.sz.csv',\n",
       " '东莞控股000828.sz.csv',\n",
       " '天音控股000829.sz.csv',\n",
       " '鲁西化工000830.sz.csv',\n",
       " '五矿稀土000831.sz.csv',\n",
       " '*ST升达002259.sz.csv',\n",
       " '海陆重工002255.sz.csv',\n",
       " '泰和新材002254.sz.csv',\n",
       " '富通鑫茂000836.sz.csv',\n",
       " '南国置业002305.sz.csv',\n",
       " '宇顺电子002289.sz.csv',\n",
       " '禾盛新材002290.sz.csv',\n",
       " '中信国安000839.sz.csv',\n",
       " '高鸿股份000851.sz.csv',\n",
       " '冀东装备000856.sz.csv',\n",
       " '盛视科技002990.sz.csv',\n",
       " '国风塑业000859.sz.csv',\n",
       " '天润曲轴002283.sz.csv',\n",
       " '华昌化工002274.sz.csv',\n",
       " '万马股份002276.sz.csv',\n",
       " '三湘印象000863.sz.csv',\n",
       " '奇正藏药002287.sz.csv',\n",
       " '亚太股份002284.sz.csv',\n",
       " '天山股份000877.sz.csv',\n",
       " '云南铜业000878.sz.csv',\n",
       " '潍柴重机000880.sz.csv',\n",
       " '中广核技000881.sz.csv',\n",
       " '川润股份002272.sz.csv',\n",
       " '美邦服饰002269.sz.csv',\n",
       " '大东南002263.sz.csv',\n",
       " '海南高速000886.sz.csv',\n",
       " '理工环科002322.sz.csv',\n",
       " '中嘉博创000889.sz.csv',\n",
       " '宇新股份002986.sz.csv',\n",
       " '法尔胜000890.sz.csv',\n",
       " '*ST雅博002323.sz.csv',\n",
       " '现代投资000900.sz.csv',\n",
       " '航天科技000901.sz.csv',\n",
       " '云内动力000903.sz.csv',\n",
       " '厦门港务000905.sz.csv',\n",
       " '洪涛股份002325.sz.csv',\n",
       " '景峰医药000908.sz.csv',\n",
       " '数源科技000909.sz.csv',\n",
       " '中天精装002989.sz.csv',\n",
       " '泸天化000912.sz.csv',\n",
       " '钱江摩托000913.sz.csv',\n",
       " '华特达因000915.sz.csv',\n",
       " '电广传媒000917.sz.csv',\n",
       " '中科云网002306.sz.csv',\n",
       " '毅昌股份002420.sz.csv',\n",
       " '垒知集团002398.sz.csv',\n",
       " '力生制药002393.sz.csv',\n",
       " '新亚制程002388.sz.csv',\n",
       " '天原股份002386.sz.csv',\n",
       " '国创高新002377.sz.csv',\n",
       " '亚厦股份002375.sz.csv',\n",
       " '中锐股份002374.sz.csv',\n",
       " '富临运业002357.sz.csv',\n",
       " '*ST赫美002356.sz.csv',\n",
       " '兴民智通002355.sz.csv',\n",
       " '兰州黄河000929.sz.csv',\n",
       " '中粮科技000930.sz.csv',\n",
       " '中关村000931.sz.csv',\n",
       " '赛象科技002337.sz.csv',\n",
       " '*ST罗普002333.sz.csv',\n",
       " '四川双马000935.sz.csv',\n",
       " '新朋股份002328.sz.csv',\n",
       " '慈文传媒002343.sz.csv',\n",
       " '人人乐002336.sz.csv',\n",
       " '南天信息000948.sz.csv',\n",
       " '新乡化纤000949.sz.csv',\n",
       " '重药控股000950.sz.csv',\n",
       " '广济药业000952.sz.csv',\n",
       " '华英农业002321.sz.csv',\n",
       " '首钢股份000959.sz.csv',\n",
       " '百川股份002455.sz.csv',\n",
       " '晨鑫科技002447.sz.csv',\n",
       " '中南文化002445.sz.csv',\n",
       " '龙星化工002442.sz.csv',\n",
       " '长江健康002435.sz.csv',\n",
       " '金洲管道002443.sz.csv',\n",
       " '众业达002441.sz.csv',\n",
       " '银泰黄金000975.sz.csv',\n",
       " '华铁股份000976.sz.csv',\n",
       " '诚志股份000990.sz.csv',\n",
       " '*ST尤夫002427.sz.csv',\n",
       " '云南锗业002428.sz.csv',\n",
       " '贵州百灵002424.sz.csv',\n",
       " '中国中期000996.sz.csv',\n",
       " '宗申动力001696.sz.csv',\n",
       " '豫能控股001896.sz.csv',\n",
       " '华邦健康002004.sz.csv',\n",
       " '天奇股份002009.sz.csv',\n",
       " '金正大002470.sz.csv',\n",
       " '凯恩股份002012.sz.csv',\n",
       " '世荣兆业002016.sz.csv',\n",
       " '东信和平002017.sz.csv',\n",
       " '科华生物002022.sz.csv',\n",
       " '海特高新002023.sz.csv',\n",
       " '*ST科林002499.sz.csv',\n",
       " '思源电气002028.sz.csv',\n",
       " '华斯股份002494.sz.csv',\n",
       " '金固股份002488.sz.csv',\n",
       " '大金重工002487.sz.csv',\n",
       " '雪松发展002485.sz.csv',\n",
       " '旺能环境002034.sz.csv',\n",
       " '保利联合002037.sz.csv',\n",
       " '圣莱达002473.sz.csv',\n",
       " '国光电器002045.sz.csv',\n",
       " '同洲电子002052.sz.csv',\n",
       " '云南能投002053.sz.csv',\n",
       " '德美化工002054.sz.csv',\n",
       " '中钢天源002057.sz.csv',\n",
       " '*ST威尔002058.sz.csv',\n",
       " '浙江交科002061.sz.csv',\n",
       " '华峰化学002064.sz.csv',\n",
       " '瑞泰科技002066.sz.csv',\n",
       " '软控股份002073.sz.csv',\n",
       " '*ST利源002501.sz.csv',\n",
       " '雪莱特002076.sz.csv',\n",
       " '大港股份002077.sz.csv',\n",
       " '苏州固锝002079.sz.csv',\n",
       " '万邦德002082.sz.csv',\n",
       " '孚日股份002083.sz.csv',\n",
       " '海鸥住工002084.sz.csv',\n",
       " '中化岩土002542.sz.csv',\n",
       " '云图控股002539.sz.csv',\n",
       " '飞龙股份002536.sz.csv',\n",
       " '林州重机002535.sz.csv',\n",
       " '国脉科技002093.sz.csv',\n",
       " '齐峰新材002521.sz.csv',\n",
       " '浔兴股份002098.sz.csv',\n",
       " '海源复材002529.sz.csv',\n",
       " '浙江众成002522.sz.csv',\n",
       " '常铝股份002160.sz.csv',\n",
       " '广博股份002103.sz.csv',\n",
       " '恒宝股份002104.sz.csv',\n",
       " '沃华医药002107.sz.csv',\n",
       " '沧州明珠002108.sz.csv',\n",
       " '兴化股份002109.sz.csv',\n",
       " '三变科技002112.sz.csv',\n",
       " 'ST云投002200.sz.csv',\n",
       " '罗平锌电002114.sz.csv',\n",
       " '紫鑫药业002118.sz.csv',\n",
       " '康强电子002119.sz.csv',\n",
       " '梦网科技002123.sz.csv',\n",
       " '天邦股份002124.sz.csv',\n",
       " '南极电商002127.sz.csv',\n",
       " '沃尔核材002130.sz.csv',\n",
       " '广宇集团002133.sz.csv',\n",
       " '天津普林002134.sz.csv',\n",
       " '安纳达002136.sz.csv',\n",
       " '实益达002137.sz.csv',\n",
       " '中核钛白002145.sz.csv',\n",
       " '荣盛发展002146.sz.csv',\n",
       " '北纬科技002148.sz.csv',\n",
       " '西部材料002149.sz.csv',\n",
       " '通润装备002150.sz.csv',\n",
       " '湖南黄金002155.sz.csv',\n",
       " '三特索道002159.sz.csv',\n",
       " '远望谷002161.sz.csv',\n",
       " '悦心健康002162.sz.csv',\n",
       " '莱茵生物002166.sz.csv',\n",
       " '东方锆业002167.sz.csv',\n",
       " '惠程科技002168.sz.csv',\n",
       " '芭田股份002170.sz.csv',\n",
       " '澳洋健康002172.sz.csv',\n",
       " '创新医疗002173.sz.csv',\n",
       " '游族网络002174.sz.csv',\n",
       " '如意集团002193.sz.csv',\n",
       " '嘉应制药002198.sz.csv',\n",
       " '江特电机002176.sz.csv',\n",
       " '御银股份002177.sz.csv',\n",
       " '甘源食品002991.sz.csv',\n",
       " '延华智能002178.sz.csv',\n",
       " '宝明科技002992.sz.csv',\n",
       " '云海金属002182.sz.csv',\n",
       " '怡亚通002183.sz.csv',\n",
       " '海得控制002184.sz.csv',\n",
       " '全聚德002186.sz.csv',\n",
       " '报喜鸟002154.sz.csv',\n",
       " '成飞集成002190.sz.csv',\n",
       " '融捷股份002192.sz.csv',\n",
       " '天地在线002995.sz.csv',\n",
       " 'ST新光002147.sz.csv',\n",
       " '方正电机002196.sz.csv',\n",
       " '证通电子002197.sz.csv',\n",
       " '东晶电子002199.sz.csv',\n",
       " '九鼎新材002201.sz.csv',\n",
       " '合肥城建002208.sz.csv',\n",
       " '宏达新材002211.sz.csv',\n",
       " '天融信002212.sz.csv',\n",
       " '大为股份002213.sz.csv',\n",
       " '拓日新能002218.sz.csv',\n",
       " '恒康医疗002219.sz.csv',\n",
       " '东华能源002221.sz.csv',\n",
       " '三力士002224.sz.csv',\n",
       " '濮耐股份002225.sz.csv',\n",
       " '江南化工002226.sz.csv',\n",
       " '奥特迅002227.sz.csv',\n",
       " '合兴包装002228.sz.csv',\n",
       " '鸿博股份002229.sz.csv',\n",
       " '奥维通信002231.sz.csv',\n",
       " '启明信息002232.sz.csv',\n",
       " '民和股份002234.sz.csv',\n",
       " '安妮股份002235.sz.csv',\n",
       " '奥特佳002239.sz.csv',\n",
       " '盛新锂能002240.sz.csv',\n",
       " '奥海科技002993.sz.csv',\n",
       " '力合科创002243.sz.csv',\n",
       " '蔚蓝锂芯002245.sz.csv',\n",
       " '北化股份002246.sz.csv',\n",
       " '聚力文化002247.sz.csv',\n",
       " '华东数控002248.sz.csv',\n",
       " '联化科技002250.sz.csv',\n",
       " '兆新股份002256.sz.csv',\n",
       " '拓维信息002261.sz.csv',\n",
       " '恩华药业002262.sz.csv',\n",
       " '新华都002264.sz.csv',\n",
       " '西仪股份002265.sz.csv',\n",
       " '浙富控股002266.sz.csv',\n",
       " '陕天然气002267.sz.csv',\n",
       " '华明装备002270.sz.csv',\n",
       " '博杰股份002975.sz.csv',\n",
       " '神开股份002278.sz.csv',\n",
       " '联络互动002280.sz.csv',\n",
       " '博深股份002282.sz.csv',\n",
       " '保龄宝002286.sz.csv',\n",
       " '超华科技002288.sz.csv',\n",
       " '星期六002291.sz.csv',\n",
       " '奥飞娱乐002292.sz.csv',\n",
       " '精艺股份002295.sz.csv',\n",
       " '辉煌科技002296.sz.csv',\n",
       " '博云新材002297.sz.csv',\n",
       " '中电兴发002298.sz.csv',\n",
       " '美盈森002303.sz.csv',\n",
       " '威创股份002308.sz.csv',\n",
       " '中利集团002309.sz.csv',\n",
       " '东方园林002310.sz.csv',\n",
       " '川发龙蟒002312.sz.csv',\n",
       " '日海智能002313.sz.csv',\n",
       " '南山控股002314.sz.csv',\n",
       " '亚联发展002316.sz.csv',\n",
       " '众生药业002317.sz.csv',\n",
       " '久立特材002318.sz.csv',\n",
       " '乐通股份002319.sz.csv',\n",
       " '海峡股份002320.sz.csv',\n",
       " '永太科技002326.sz.csv',\n",
       " '皇氏集团002329.sz.csv',\n",
       " '得利斯002330.sz.csv',\n",
       " '仙琚制药002332.sz.csv',\n",
       " '英威腾002334.sz.csv',\n",
       " '科华数据002335.sz.csv',\n",
       " '顺博合金002996.sz.csv',\n",
       " '奥普光电002338.sz.csv',\n",
       " '积成电子002339.sz.csv',\n",
       " '新纶新材002341.sz.csv',\n",
       " '巨力索具002342.sz.csv',\n",
       " '潮宏基002345.sz.csv',\n",
       " '柘中股份002346.sz.csv',\n",
       " '泰尔股份002347.sz.csv',\n",
       " '高乐股份002348.sz.csv',\n",
       " '精华制药002349.sz.csv',\n",
       " '北京科锐002350.sz.csv',\n",
       " '天神娱乐002354.sz.csv',\n",
       " '森源电气002358.sz.csv',\n",
       " '瑞鹄模具002997.sz.csv',\n",
       " '同德化工002360.sz.csv',\n",
       " '天禾股份002999.sz.csv',\n",
       " '神剑股份002361.sz.csv',\n",
       " '汉王科技002362.sz.csv',\n",
       " '隆基机械002363.sz.csv',\n",
       " '中恒电气002364.sz.csv',\n",
       " '台海核电002366.sz.csv',\n",
       " '卓翼科技002369.sz.csv',\n",
       " '亚太药业002370.sz.csv',\n",
       " '章源钨业002378.sz.csv',\n",
       " '宏创控股002379.sz.csv',\n",
       " '科远智慧002380.sz.csv',\n",
       " '双箭股份002381.sz.csv',\n",
       " '大北农002385.sz.csv',\n",
       " '维信诺002387.sz.csv',\n",
       " '航天彩虹002389.sz.csv',\n",
       " '信邦制药002390.sz.csv',\n",
       " '长青股份002391.sz.csv',\n",
       " '北京利尔002392.sz.csv',\n",
       " '双象股份002395.sz.csv',\n",
       " '梦洁股份002397.sz.csv',\n",
       " '海普瑞002399.sz.csv',\n",
       " '省广集团002400.sz.csv',\n",
       " '中远海科002401.sz.csv',\n",
       " '和而泰002402.sz.csv',\n",
       " '爱仕达002403.sz.csv',\n",
       " '远东传动002406.sz.csv',\n",
       " '多氟多002407.sz.csv',\n",
       " '齐翔腾达002408.sz.csv',\n",
       " '雅克科技002409.sz.csv',\n",
       " '广联达002410.sz.csv',\n",
       " '森麒麟002984.sz.csv',\n",
       " '延安必康002411.sz.csv',\n",
       " '汉森制药002412.sz.csv',\n",
       " '劲仔食品003000.sz.csv',\n",
       " '雷科防务002413.sz.csv',\n",
       " '爱施德002416.sz.csv',\n",
       " '深南股份002417.sz.csv',\n",
       " '康盛股份002418.sz.csv',\n",
       " '胜利精密002426.sz.csv',\n",
       " '兆驰股份002429.sz.csv',\n",
       " '杭氧股份002430.sz.csv',\n",
       " '棕榈股份002431.sz.csv',\n",
       " '太安堂002433.sz.csv',\n",
       " '誉衡药业002437.sz.csv',\n",
       " '江苏神通002438.sz.csv',\n",
       " '红宝丽002165.sz.csv',\n",
       " '盛路通信002446.sz.csv',\n",
       " '中原内配002448.sz.csv',\n",
       " '摩恩电气002451.sz.csv',\n",
       " '长高集团002452.sz.csv',\n",
       " '华软科技002453.sz.csv',\n",
       " '松芝股份002454.sz.csv',\n",
       " '青龙管业002457.sz.csv',\n",
       " '晶澳科技002459.sz.csv',\n",
       " '众应互联002464.sz.csv',\n",
       " '天齐锂业002466.sz.csv',\n",
       " '二六三002467.sz.csv',\n",
       " '三维化学002469.sz.csv',\n",
       " '中超控股002471.sz.csv',\n",
       " '双环传动002472.sz.csv',\n",
       " '榕基软件002474.sz.csv',\n",
       " '宝莫股份002476.sz.csv',\n",
       " '常宝股份002478.sz.csv',\n",
       " '新筑股份002480.sz.csv',\n",
       " '双塔食品002481.sz.csv',\n",
       " '润邦股份002483.sz.csv',\n",
       " '嘉麟杰002486.sz.csv',\n",
       " '浙江永强002489.sz.csv',\n",
       " '山东墨龙002490.sz.csv',\n",
       " '通鼎互联002491.sz.csv',\n",
       " '恒基达鑫002492.sz.csv',\n",
       " '荣盛石化002493.sz.csv',\n",
       " '佳隆股份002495.sz.csv',\n",
       " '辉丰股份002496.sz.csv',\n",
       " '雅化集团002497.sz.csv',\n",
       " '汉缆股份002498.sz.csv',\n",
       " '鼎龙文化002502.sz.csv',\n",
       " '搜于特002503.sz.csv',\n",
       " '弘高创意002504.sz.csv',\n",
       " '鹏都农牧002505.sz.csv',\n",
       " '协鑫集成002506.sz.csv',\n",
       " '广电计量002967.sz.csv',\n",
       " '达华智能002512.sz.csv',\n",
       " '蓝丰生化002513.sz.csv',\n",
       " '宝馨科技002514.sz.csv',\n",
       " '金字火腿002515.sz.csv',\n",
       " '恺英网络002517.sz.csv',\n",
       " '银河电子002519.sz.csv',\n",
       " '日发精机002520.sz.csv',\n",
       " '天桥起重002523.sz.csv',\n",
       " '光正眼科002524.sz.csv',\n",
       " '山东矿机002526.sz.csv',\n",
       " '新时达002527.sz.csv',\n",
       " '英飞拓002528.sz.csv',\n",
       " '金财互联002530.sz.csv',\n",
       " '天山铝业002532.sz.csv',\n",
       " '司尔特002538.sz.csv',\n",
       " '优彩资源002998.sz.csv',\n",
       " '中天火箭003009.sz.csv',\n",
       " '亚太科技002540.sz.csv',\n",
       " '鸿路钢构002541.sz.csv',\n",
       " '杰赛科技002544.sz.csv',\n",
       " '东方铁塔002545.sz.csv',\n",
       " '金新农002548.sz.csv',\n",
       " '千红制药002550.sz.csv',\n",
       " '尚荣医疗002551.sz.csv',\n",
       " '宝鼎科技002552.sz.csv',\n",
       " '南方轴承002553.sz.csv',\n",
       " '惠博普002554.sz.csv',\n",
       " '直真科技003007.sz.csv',\n",
       " '兄弟科技002562.sz.csv',\n",
       " '天沃科技002564.sz.csv',\n",
       " '开普检测003008.sz.csv',\n",
       " '壶化股份003002.sz.csv',\n",
       " '群兴玩具002575.sz.csv',\n",
       " '通达动力002576.sz.csv',\n",
       " '雷柏科技002577.sz.csv',\n",
       " '未名医药002581.sz.csv',\n",
       " '西陇科学002584.sz.csv',\n",
       " '双星新材002585.sz.csv',\n",
       " '奥拓电子002587.sz.csv',\n",
       " '竞业达003005.sz.csv',\n",
       " '恒大高新002591.sz.csv',\n",
       " 'ST八菱002592.sz.csv',\n",
       " '海南瑞泽002596.sz.csv',\n",
       " '天元股份003003.sz.csv',\n",
       " '宁波东力002164.sz.csv',\n",
       " '姚记科技002605.sz.csv',\n",
       " '爱康科技002610.sz.csv',\n",
       " '哈尔斯002615.sz.csv',\n",
       " '长青集团002616.sz.csv',\n",
       " '露笑科技002617.sz.csv',\n",
       " '丹邦科技002618.sz.csv',\n",
       " '艾格拉斯002619.sz.csv',\n",
       " '融钰集团002622.sz.csv',\n",
       " '亚玛顿002623.sz.csv',\n",
       " '百亚股份003006.sz.csv',\n",
       " '完美世界002624.sz.csv',\n",
       " '光启技术002625.sz.csv',\n",
       " '三峡旅游002627.sz.csv',\n",
       " '华西能源002630.sz.csv',\n",
       " '德尔未来002631.sz.csv',\n",
       " '棒杰股份002634.sz.csv',\n",
       " '金安国纪002636.sz.csv',\n",
       " '赞宇科技002637.sz.csv',\n",
       " '勤上股份002638.sz.csv',\n",
       " '雪人股份002639.sz.csv',\n",
       " '永高股份002641.sz.csv',\n",
       " '佛慈制药002644.sz.csv',\n",
       " '加加食品002650.sz.csv',\n",
       " '利君股份002651.sz.csv',\n",
       " '扬子新材002652.sz.csv',\n",
       " '海思科002653.sz.csv',\n",
       " '万润科技002654.sz.csv',\n",
       " '摩登大道002656.sz.csv',\n",
       " '雪迪龙002658.sz.csv',\n",
       " '凯文教育002659.sz.csv',\n",
       " '茂硕电源002660.sz.csv',\n",
       " '京威股份002662.sz.csv',\n",
       " '普邦股份002663.sz.csv',\n",
       " '长鹰信质002664.sz.csv',\n",
       " '首航高科002665.sz.csv',\n",
       " '康达新材002669.sz.csv',\n",
       " '国盛金控002670.sz.csv',\n",
       " '兴业科技002674.sz.csv',\n",
       " '顺威股份002676.sz.csv',\n",
       " '珠江钢琴002678.sz.csv',\n",
       " '福建金森002679.sz.csv',\n",
       " '海南发展002163.sz.csv',\n",
       " '华东重机002685.sz.csv',\n",
       " '金河生物002688.sz.csv',\n",
       " '远大智能002689.sz.csv',\n",
       " '双成药业002693.sz.csv',\n",
       " '煌上煌002695.sz.csv',\n",
       " '博实股份002698.sz.csv',\n",
       " '新疆浩源002700.sz.csv',\n",
       " '海欣食品002702.sz.csv',\n",
       " '浙江世宝002703.sz.csv',\n",
       " '光洋股份002708.sz.csv',\n",
       " '天赐材料002709.sz.csv',\n",
       " 'ST准油002207.sz.csv',\n",
       " '思美传媒002712.sz.csv',\n",
       " '东易日盛002713.sz.csv',\n",
       " '登云股份002715.sz.csv',\n",
       " '岭南股份002717.sz.csv',\n",
       " '麦趣尔002719.sz.csv',\n",
       " '金一文化002721.sz.csv',\n",
       " '金轮股份002722.sz.csv',\n",
       " '金莱特002723.sz.csv',\n",
       " '海洋王002724.sz.csv',\n",
       " '跃岭股份002725.sz.csv',\n",
       " '特一药业002728.sz.csv',\n",
       " '好利科技002729.sz.csv',\n",
       " '电光科技002730.sz.csv',\n",
       " '燕塘乳业002732.sz.csv',\n",
       " '利民股份002734.sz.csv',\n",
       " '王子新材002735.sz.csv',\n",
       " '国信证券002736.sz.csv',\n",
       " '葵花药业002737.sz.csv',\n",
       " '中矿资源002738.sz.csv',\n",
       " '若羽臣003010.sz.csv',\n",
       " '三圣股份002742.sz.csv',\n",
       " '世龙实业002748.sz.csv',\n",
       " '龙津药业002750.sz.csv',\n",
       " '易尚展示002751.sz.csv',\n",
       " '永东股份002753.sz.csv',\n",
       " '奥赛康002755.sz.csv',\n",
       " '永兴材料002756.sz.csv',\n",
       " '浙农股份002758.sz.csv',\n",
       " '天际股份002759.sz.csv',\n",
       " '凤形股份002760.sz.csv',\n",
       " '浙江建投002761.sz.csv',\n",
       " '汇洁股份002763.sz.csv',\n",
       " '蓝黛科技002765.sz.csv',\n",
       " '先锋电子002767.sz.csv',\n",
       " '普路通002769.sz.csv',\n",
       " '科迪乳业002770.sz.csv',\n",
       " '真视通002771.sz.csv',\n",
       " '众兴菌业002772.sz.csv',\n",
       " '中晟高科002778.sz.csv',\n",
       " '三夫户外002780.sz.csv',\n",
       " '奇信股份002781.sz.csv',\n",
       " '可立克002782.sz.csv',\n",
       " '凯龙股份002783.sz.csv',\n",
       " '万里石002785.sz.csv',\n",
       " '银宝山新002786.sz.csv',\n",
       " '华源控股002787.sz.csv',\n",
       " '凯美特气002549.sz.csv',\n",
       " '辉隆股份002556.sz.csv',\n",
       " '通达股份002560.sz.csv',\n",
       " '益盛药业002566.sz.csv',\n",
       " 'ST步森002569.sz.csv',\n",
       " '德力股份002571.sz.csv',\n",
       " '明牌珠宝002574.sz.csv',\n",
       " '闽发铝业002578.sz.csv',\n",
       " '圣阳股份002580.sz.csv',\n",
       " 'ST围海002586.sz.csv',\n",
       " '史丹利002588.sz.csv',\n",
       " '万安科技002590.sz.csv',\n",
       " '日上集团002593.sz.csv',\n",
       " '金禾实业002597.sz.csv',\n",
       " '山东章鼓002598.sz.csv',\n",
       " '盛通股份002599.sz.csv',\n",
       " '大连电瓷002606.sz.csv',\n",
       " '东方精工002611.sz.csv',\n",
       " '朗姿股份002612.sz.csv',\n",
       " '北玻股份002613.sz.csv',\n",
       " '瑞和股份002620.sz.csv',\n",
       " '美吉姆002621.sz.csv',\n",
       " '*ST仁智002629.sz.csv',\n",
       " '申科股份002633.sz.csv',\n",
       " '荣联科技002642.sz.csv',\n",
       " '鞍重股份002667.sz.csv',\n",
       " '龙泉股份002671.sz.csv',\n",
       " '龙洲股份002682.sz.csv',\n",
       " '宏大爆破002683.sz.csv',\n",
       " '*ST猛狮002684.sz.csv',\n",
       " '亿利达002686.sz.csv',\n",
       " '乔治白002687.sz.csv',\n",
       " '冀凯股份002691.sz.csv',\n",
       " 'ST远程002692.sz.csv',\n",
       " '顾地科技002694.sz.csv',\n",
       " '美盛文化002699.sz.csv',\n",
       " '金贵银业002716.sz.csv',\n",
       " '萃华珠宝002731.sz.csv',\n",
       " '爱迪尔002740.sz.csv',\n",
       " '国光股份002749.sz.csv',\n",
       " '昇兴股份002752.sz.csv',\n",
       " 'ST索菱002766.sz.csv',\n",
       " '柏堡龙002776.sz.csv',\n",
       " '中坚科技002779.sz.csv',\n",
       " '金时科技002951.sz.csv',\n",
       " '日丰股份002953.sz.csv',\n",
       " '豪尔赛002963.sz.csv',\n",
       " '祥鑫科技002965.sz.csv',\n",
       " '新大正002968.sz.csv',\n",
       " '嘉美包装002969.sz.csv',\n",
       " '锐明技术002970.sz.csv',\n",
       " '和远气体002971.sz.csv',\n",
       " '科安达002972.sz.csv',\n",
       " '侨银股份002973.sz.csv',\n",
       " '瑞玛工业002976.sz.csv',\n",
       " '天箭科技002977.sz.csv',\n",
       " '安宁股份002978.sz.csv',\n",
       " '雷赛智能002979.sz.csv',\n",
       " '华盛昌002980.sz.csv',\n",
       " '朝阳科技002981.sz.csv',\n",
       " '湘佳股份002982.sz.csv',\n",
       " '芯瑞达002983.sz.csv',\n",
       " '北摩高科002985.sz.csv',\n",
       " '京北方002987.sz.csv',\n",
       " '瑞尔特002790.sz.csv',\n",
       " '建艺集团002789.sz.csv',\n",
       " '通宇通讯002792.sz.csv',\n",
       " '坚朗五金002791.sz.csv',\n",
       " '罗欣药业002793.sz.csv',\n",
       " '永和智控002795.sz.csv',\n",
       " '世嘉科技002796.sz.csv',\n",
       " '第一创业002797.sz.csv',\n",
       " '天顺股份002800.sz.csv',\n",
       " '环球印务002799.sz.csv',\n",
       " '微光股份002801.sz.csv',\n",
       " '洪汇新材002802.sz.csv',\n",
       " '丰元股份002805.sz.csv',\n",
       " '吉宏股份002803.sz.csv',\n",
       " '华锋股份002806.sz.csv',\n",
       " '黑猫股份002068.sz.csv',\n",
       " '宏润建设002062.sz.csv',\n",
       " '景兴纸业002067.sz.csv',\n",
       " '恒久科技002808.sz.csv',\n",
       " '红墙股份002809.sz.csv',\n",
       " '山东赫达002810.sz.csv',\n",
       " '世纪华通002602.sz.csv',\n",
       " '江阴银行002807.sz.csv',\n",
       " '郑中设计002811.sz.csv',\n",
       " '沙钢股份002075.sz.csv',\n",
       " '*ST凯瑞002072.sz.csv',\n",
       " '路畅科技002813.sz.csv',\n",
       " '和科达002816.sz.csv',\n",
       " '黄山胶囊002817.sz.csv',\n",
       " '獐子岛002069.sz.csv',\n",
       " '东方中科002819.sz.csv',\n",
       " '桂发祥002820.sz.csv',\n",
       " '凯中精密002823.sz.csv',\n",
       " '纳尔股份002825.sz.csv',\n",
       " '中装建设002822.sz.csv',\n",
       " '*ST新海002089.sz.csv',\n",
       " '贝肯能源002828.sz.csv',\n",
       " '易明医药002826.sz.csv',\n",
       " '高争民爆002827.sz.csv',\n",
       " '鲁阳节能002088.sz.csv',\n",
       " '新野纺织002087.sz.csv',\n",
       " '星网宇达002829.sz.csv',\n",
       " '名雕股份002830.sz.csv',\n",
       " '裕同科技002831.sz.csv',\n",
       " 'ST东海洋002086.sz.csv',\n",
       " '太阳纸业002078.sz.csv',\n",
       " '同为股份002835.sz.csv',\n",
       " '弘亚数控002833.sz.csv',\n",
       " '新宏泽002836.sz.csv',\n",
       " '英维克002837.sz.csv',\n",
       " '道恩股份002838.sz.csv',\n",
       " '和胜股份002824.sz.csv',\n",
       " '翔鹭钨业002842.sz.csv',\n",
       " '泰嘉股份002843.sz.csv',\n",
       " '张家港行002839.sz.csv',\n",
       " '天康生物002100.sz.csv',\n",
       " '同兴达002845.sz.csv',\n",
       " '英联股份002846.sz.csv',\n",
       " '高斯贝尔002848.sz.csv',\n",
       " 'ST冠福002102.sz.csv',\n",
       " '威星智能002849.sz.csv',\n",
       " '绿康生化002868.sz.csv',\n",
       " '快意电梯002774.sz.csv',\n",
       " '华统股份002840.sz.csv',\n",
       " '力盛赛车002858.sz.csv',\n",
       " '科达利002850.sz.csv',\n",
       " '三晖电气002857.sz.csv',\n",
       " '信隆健康002105.sz.csv',\n",
       " '捷荣技术002855.sz.csv',\n",
       " '美芝股份002856.sz.csv',\n",
       " 'ST天润002113.sz.csv',\n",
       " '皮阿诺002853.sz.csv',\n",
       " '今飞凯达002863.sz.csv',\n",
       " '钧达股份002865.sz.csv',\n",
       " '传艺科技002866.sz.csv',\n",
       " '瀛通通讯002861.sz.csv',\n",
       " '星帅尔002860.sz.csv',\n",
       " '实丰文化002862.sz.csv',\n",
       " '洁美科技002859.sz.csv',\n",
       " '招商蛇口001979.sz.csv',\n",
       " '*ST天马002122.sz.csv',\n",
       " '利欧股份002131.sz.csv',\n",
       " '伟隆股份002871.sz.csv',\n",
       " '露天煤业002128.sz.csv',\n",
       " '香山股份002870.sz.csv',\n",
       " '天圣制药002872.sz.csv',\n",
       " '新天药业002873.sz.csv',\n",
       " '三利谱002876.sz.csv',\n",
       " '安奈儿002875.sz.csv',\n",
       " '智能自控002877.sz.csv',\n",
       " '元隆雅图002878.sz.csv',\n",
       " ...]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_name\n",
    "stock_code\n",
    "stock_name_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "499e5b8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0,1474):\n",
    "    n = pd.read_csv(stock_name_c[i])\n",
    "    df.loc[i] = [stock_name[i], stock_code[i], \n",
    "                 n['High'].max(),n['High'].min(), n['High'].mean(),\n",
    "                 n['Low'].max(),n['Low'].min(), n['Low'].mean(),\n",
    "                 n['Open'].max(),n['Open'].min(), n['Open'].mean(),\n",
    "                 n['Close'].max(),n['Close'].min(), n['Close'].mean(),\n",
    "                 n['Volume'].max(),n['Volume'].min(), n['Volume'].mean(), n['Volume'].sum(),\n",
    "                 n['Adj Close'].max(),n['Adj Close'].min(), n['Adj Close'].mean()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3ad2a6ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock_name</th>\n",
       "      <th>stock_id</th>\n",
       "      <th>max_high</th>\n",
       "      <th>min_high</th>\n",
       "      <th>average_high</th>\n",
       "      <th>max_low</th>\n",
       "      <th>min_low</th>\n",
       "      <th>average_low</th>\n",
       "      <th>max_open</th>\n",
       "      <th>min_open</th>\n",
       "      <th>...</th>\n",
       "      <th>max_close</th>\n",
       "      <th>min_close</th>\n",
       "      <th>average_close</th>\n",
       "      <th>max_volume</th>\n",
       "      <th>min_volume</th>\n",
       "      <th>average_volume</th>\n",
       "      <th>sum_volume</th>\n",
       "      <th>max_adjclose</th>\n",
       "      <th>min_adjclose</th>\n",
       "      <th>average_adjclose</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>海象新材</td>\n",
       "      <td>003011</td>\n",
       "      <td>58.571426</td>\n",
       "      <td>23.959999</td>\n",
       "      <td>37.846220</td>\n",
       "      <td>55.892857</td>\n",
       "      <td>23.540001</td>\n",
       "      <td>36.211262</td>\n",
       "      <td>57.071426</td>\n",
       "      <td>23.760000</td>\n",
       "      <td>...</td>\n",
       "      <td>57.135715</td>\n",
       "      <td>23.760000</td>\n",
       "      <td>37.032340</td>\n",
       "      <td>9442326.0</td>\n",
       "      <td>223373.0</td>\n",
       "      <td>1.695254e+06</td>\n",
       "      <td>4.356804e+08</td>\n",
       "      <td>56.775993</td>\n",
       "      <td>23.760000</td>\n",
       "      <td>36.872841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中岩大地</td>\n",
       "      <td>003001</td>\n",
       "      <td>47.357498</td>\n",
       "      <td>18.680000</td>\n",
       "      <td>26.028458</td>\n",
       "      <td>42.212124</td>\n",
       "      <td>17.680000</td>\n",
       "      <td>24.985658</td>\n",
       "      <td>43.585255</td>\n",
       "      <td>18.610001</td>\n",
       "      <td>...</td>\n",
       "      <td>46.902363</td>\n",
       "      <td>17.830000</td>\n",
       "      <td>25.516657</td>\n",
       "      <td>22075014.0</td>\n",
       "      <td>225837.0</td>\n",
       "      <td>3.035495e+06</td>\n",
       "      <td>7.770867e+08</td>\n",
       "      <td>46.447945</td>\n",
       "      <td>17.830000</td>\n",
       "      <td>25.371451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>东鹏控股</td>\n",
       "      <td>003012</td>\n",
       "      <td>24.200001</td>\n",
       "      <td>12.560000</td>\n",
       "      <td>16.965873</td>\n",
       "      <td>22.860001</td>\n",
       "      <td>11.910000</td>\n",
       "      <td>16.166151</td>\n",
       "      <td>23.590000</td>\n",
       "      <td>12.280000</td>\n",
       "      <td>...</td>\n",
       "      <td>23.570000</td>\n",
       "      <td>12.290000</td>\n",
       "      <td>16.555873</td>\n",
       "      <td>68450948.0</td>\n",
       "      <td>1207683.0</td>\n",
       "      <td>7.832312e+06</td>\n",
       "      <td>1.973743e+09</td>\n",
       "      <td>23.190653</td>\n",
       "      <td>12.290000</td>\n",
       "      <td>16.381088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>日久光电</td>\n",
       "      <td>003015</td>\n",
       "      <td>21.500000</td>\n",
       "      <td>9.460000</td>\n",
       "      <td>14.272120</td>\n",
       "      <td>19.049999</td>\n",
       "      <td>7.880000</td>\n",
       "      <td>13.620280</td>\n",
       "      <td>19.990000</td>\n",
       "      <td>7.880000</td>\n",
       "      <td>...</td>\n",
       "      <td>19.590000</td>\n",
       "      <td>9.460000</td>\n",
       "      <td>13.954360</td>\n",
       "      <td>37276827.0</td>\n",
       "      <td>77571.0</td>\n",
       "      <td>7.328583e+06</td>\n",
       "      <td>1.832146e+09</td>\n",
       "      <td>19.364309</td>\n",
       "      <td>9.351014</td>\n",
       "      <td>13.857398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>地铁设计</td>\n",
       "      <td>003013</td>\n",
       "      <td>29.389999</td>\n",
       "      <td>17.820000</td>\n",
       "      <td>20.344337</td>\n",
       "      <td>24.840000</td>\n",
       "      <td>16.120001</td>\n",
       "      <td>19.608635</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>16.120001</td>\n",
       "      <td>...</td>\n",
       "      <td>27.600000</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>19.978996</td>\n",
       "      <td>22511089.0</td>\n",
       "      <td>84304.0</td>\n",
       "      <td>2.853247e+06</td>\n",
       "      <td>7.104584e+08</td>\n",
       "      <td>26.737907</td>\n",
       "      <td>16.953384</td>\n",
       "      <td>19.617778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>大洋生物</td>\n",
       "      <td>003017</td>\n",
       "      <td>62.500000</td>\n",
       "      <td>33.700001</td>\n",
       "      <td>44.916842</td>\n",
       "      <td>58.160000</td>\n",
       "      <td>32.029999</td>\n",
       "      <td>43.392429</td>\n",
       "      <td>59.770000</td>\n",
       "      <td>33.700001</td>\n",
       "      <td>...</td>\n",
       "      <td>60.139999</td>\n",
       "      <td>32.049999</td>\n",
       "      <td>44.117328</td>\n",
       "      <td>7062113.0</td>\n",
       "      <td>84789.0</td>\n",
       "      <td>9.479856e+05</td>\n",
       "      <td>2.341525e+08</td>\n",
       "      <td>59.230854</td>\n",
       "      <td>32.049999</td>\n",
       "      <td>43.664123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>欣贺股份</td>\n",
       "      <td>003016</td>\n",
       "      <td>18.690001</td>\n",
       "      <td>8.660000</td>\n",
       "      <td>11.919393</td>\n",
       "      <td>17.330000</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>11.358138</td>\n",
       "      <td>18.120001</td>\n",
       "      <td>8.580000</td>\n",
       "      <td>...</td>\n",
       "      <td>18.110001</td>\n",
       "      <td>8.560000</td>\n",
       "      <td>11.624089</td>\n",
       "      <td>59400579.0</td>\n",
       "      <td>747588.0</td>\n",
       "      <td>1.002180e+07</td>\n",
       "      <td>2.475385e+09</td>\n",
       "      <td>18.110001</td>\n",
       "      <td>8.346134</td>\n",
       "      <td>11.445035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>金富科技</td>\n",
       "      <td>003018</td>\n",
       "      <td>20.719999</td>\n",
       "      <td>10.240000</td>\n",
       "      <td>12.344237</td>\n",
       "      <td>18.840000</td>\n",
       "      <td>9.900000</td>\n",
       "      <td>11.928390</td>\n",
       "      <td>20.719999</td>\n",
       "      <td>10.220000</td>\n",
       "      <td>...</td>\n",
       "      <td>18.840000</td>\n",
       "      <td>9.910000</td>\n",
       "      <td>12.127712</td>\n",
       "      <td>34348590.0</td>\n",
       "      <td>126717.0</td>\n",
       "      <td>4.108289e+06</td>\n",
       "      <td>9.695563e+08</td>\n",
       "      <td>18.262180</td>\n",
       "      <td>9.910000</td>\n",
       "      <td>11.920724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>宸展光电</td>\n",
       "      <td>003019</td>\n",
       "      <td>45.209999</td>\n",
       "      <td>24.290001</td>\n",
       "      <td>28.305109</td>\n",
       "      <td>43.049999</td>\n",
       "      <td>23.799999</td>\n",
       "      <td>27.443581</td>\n",
       "      <td>45.209999</td>\n",
       "      <td>24.110001</td>\n",
       "      <td>...</td>\n",
       "      <td>45.209999</td>\n",
       "      <td>23.820000</td>\n",
       "      <td>27.855590</td>\n",
       "      <td>13638869.0</td>\n",
       "      <td>40163.0</td>\n",
       "      <td>1.541804e+06</td>\n",
       "      <td>3.530732e+08</td>\n",
       "      <td>45.209999</td>\n",
       "      <td>23.820000</td>\n",
       "      <td>27.855590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>声迅股份</td>\n",
       "      <td>003004</td>\n",
       "      <td>56.849998</td>\n",
       "      <td>23.770000</td>\n",
       "      <td>29.631576</td>\n",
       "      <td>51.680000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>28.497162</td>\n",
       "      <td>56.849998</td>\n",
       "      <td>23.370001</td>\n",
       "      <td>...</td>\n",
       "      <td>51.680000</td>\n",
       "      <td>23.240000</td>\n",
       "      <td>29.028288</td>\n",
       "      <td>11503671.0</td>\n",
       "      <td>84862.0</td>\n",
       "      <td>1.354625e+06</td>\n",
       "      <td>3.007267e+08</td>\n",
       "      <td>51.140728</td>\n",
       "      <td>23.240000</td>\n",
       "      <td>28.844627</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  stock_name stock_id   max_high   min_high  average_high    max_low  \\\n",
       "0       海象新材   003011  58.571426  23.959999     37.846220  55.892857   \n",
       "1       中岩大地   003001  47.357498  18.680000     26.028458  42.212124   \n",
       "2       东鹏控股   003012  24.200001  12.560000     16.965873  22.860001   \n",
       "3       日久光电   003015  21.500000   9.460000     14.272120  19.049999   \n",
       "4       地铁设计   003013  29.389999  17.820000     20.344337  24.840000   \n",
       "5       大洋生物   003017  62.500000  33.700001     44.916842  58.160000   \n",
       "6       欣贺股份   003016  18.690001   8.660000     11.919393  17.330000   \n",
       "7       金富科技   003018  20.719999  10.240000     12.344237  18.840000   \n",
       "8       宸展光电   003019  45.209999  24.290001     28.305109  43.049999   \n",
       "9       声迅股份   003004  56.849998  23.770000     29.631576  51.680000   \n",
       "\n",
       "     min_low  average_low   max_open   min_open  ...  max_close  min_close  \\\n",
       "0  23.540001    36.211262  57.071426  23.760000  ...  57.135715  23.760000   \n",
       "1  17.680000    24.985658  43.585255  18.610001  ...  46.902363  17.830000   \n",
       "2  11.910000    16.166151  23.590000  12.280000  ...  23.570000  12.290000   \n",
       "3   7.880000    13.620280  19.990000   7.880000  ...  19.590000   9.460000   \n",
       "4  16.120001    19.608635  27.000000  16.120001  ...  27.600000  17.500000   \n",
       "5  32.029999    43.392429  59.770000  33.700001  ...  60.139999  32.049999   \n",
       "6   8.500000    11.358138  18.120001   8.580000  ...  18.110001   8.560000   \n",
       "7   9.900000    11.928390  20.719999  10.220000  ...  18.840000   9.910000   \n",
       "8  23.799999    27.443581  45.209999  24.110001  ...  45.209999  23.820000   \n",
       "9  23.000000    28.497162  56.849998  23.370001  ...  51.680000  23.240000   \n",
       "\n",
       "   average_close  max_volume  min_volume  average_volume    sum_volume  \\\n",
       "0      37.032340   9442326.0    223373.0    1.695254e+06  4.356804e+08   \n",
       "1      25.516657  22075014.0    225837.0    3.035495e+06  7.770867e+08   \n",
       "2      16.555873  68450948.0   1207683.0    7.832312e+06  1.973743e+09   \n",
       "3      13.954360  37276827.0     77571.0    7.328583e+06  1.832146e+09   \n",
       "4      19.978996  22511089.0     84304.0    2.853247e+06  7.104584e+08   \n",
       "5      44.117328   7062113.0     84789.0    9.479856e+05  2.341525e+08   \n",
       "6      11.624089  59400579.0    747588.0    1.002180e+07  2.475385e+09   \n",
       "7      12.127712  34348590.0    126717.0    4.108289e+06  9.695563e+08   \n",
       "8      27.855590  13638869.0     40163.0    1.541804e+06  3.530732e+08   \n",
       "9      29.028288  11503671.0     84862.0    1.354625e+06  3.007267e+08   \n",
       "\n",
       "   max_adjclose  min_adjclose  average_adjclose  \n",
       "0     56.775993     23.760000         36.872841  \n",
       "1     46.447945     17.830000         25.371451  \n",
       "2     23.190653     12.290000         16.381088  \n",
       "3     19.364309      9.351014         13.857398  \n",
       "4     26.737907     16.953384         19.617778  \n",
       "5     59.230854     32.049999         43.664123  \n",
       "6     18.110001      8.346134         11.445035  \n",
       "7     18.262180      9.910000         11.920724  \n",
       "8     45.209999     23.820000         27.855590  \n",
       "9     51.140728     23.240000         28.844627  \n",
       "\n",
       "[10 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fd222dc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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